Conferences, workshops, publications, and announcements from the landslide research community.
A rolling field notebook on reliable AI agents: prompts, context, reusable skills, runtime harnesses, explicit loops, and a small reading shelf of papers and posts for curious builders.
Focus: Agent Skills, Harness Engineering, Loop Engineering, Context Engineering
New Shelf: Workspace-Bench, harness benchmarks, agent-runtime papers, and practical posts worth keeping open
Professor Jie Zhang (Tongji University) is offering the free MOOC Probability Analysis in Civil Engineering for Spring 2026, aimed at learners interested in probability, reliability, and risk-informed civil/geotechnical engineering.
Modules: (1) Analytical models for uncertain phenomena; (2) Geotechnical reliability methods; (3) Geotechnical reliability-based design; (4) Bayesian methods for geotechnical applications
Format: Key algorithms are demonstrated step-by-step in Microsoft Excel; learners can join one or multiple modules
Access: Open to all and free to audit via the course page
Scale: About 3,000 students worldwide joined in previous semesters
The U.S. Geological Survey has opened its FY2026 Cooperative Landslide Hazard Mapping and Assessment Program, supporting state, local, Tribal, and territorial efforts in landslide hazard mapping, risk assessment, public education, and interagency coordination under the National Landslide Preparedness Act.
Posted: April 8, 2026
Closing Date: June 8, 2026
Opportunity Number: G26AS00010
Eligible Applicants: State, local, Tribal, and territorial governments; universities may apply on behalf of eligible state offices
The 5th Geodata and AI Frontier Forum will host four speakers covering data- and AI-driven topics in subsurface characterization, computational geotechnics, climate risk management, and landslides.
Hosted by: Dr. LuLu Zhang from Shanghai Jiao Tong University
Speakers: Dr. Chao Shi (Nanyang Technological University Singapore); Dr. Pin Zhang (National University of Singapore); Dr. Kairui Feng (Tongji University); Dr. Te Xiao (Shanghai Jiao Tong University)
Beijing Time (UTC+8): Saturday, March 21, 2026, 8:50 AM - 11:30 AM
Eastern Time (EDT): Friday, March 20, 2026, 8:50 PM - 11:30 PM
Location: Online (Microsoft Teams Webinar)
A living list of 2026 grant calls relevant to landslide and geohazard research, data, and mitigation. Includes major U.S. and international programs, with deadlines and rolling opportunities updated regularly.
Includes: USGS, NASA, NSF, NOAA, EDA, EU programs
Status: Rolling updates as new calls and deadlines are posted
A new Nature Geoscience review led by our Community Contributor Dr. Chuxuan Li highlights how soil moisture amplifies and links compound hazards across the Earth system, including drought-heatwave-wildfire interactions, clustered storms, vegetation die-off, landslides, and flooding, and explains why better observations, data assimilation, and modeling are needed to bring soil moisture into hazard early-warning systems.
Type: Review Article
Journal: Nature Geoscience
Published: 13 March 2026
A curated list of landmark landslide papers from top journals, sorted by publication year with the newest first. Updated on a rolling basis.
Journals: Science, Nature Geoscience, Nature Communications, Science Advances, Communications Earth & Environment
Sorting: Newest to oldest
A curated list of top-journal papers on foundation models and adjacent AI paradigms for Earth and environmental applications, sorted by publication year with the newest first.
Journals: Nature, Communications Earth & Environment, Nature Machine Intelligence
Scope: Earth system modeling, weather prediction, geospatial foundation models
NASA ROSES-2025 A.6 Earth Venture Suborbital-4 (EVS-4) Landslide Change Characterization Experiment (LACCE) Science Team solicitation is now open, with a mandatory NOI due Feb 27, 2026 (EST) and proposals due Apr 14, 2026. LACCE is a five-year integrated effort that will use high-resolution, targeted airborne L- and P-band SAR, combined with ground instrumentation, laboratory experiments, and coupled hydro-mechanical modeling, to advance understanding of deep-seated landslides and their responses to rainfall variability and glacier retreat across western California and southern Alaska.
NOI Deadline: February 27, 2026 (EST)
Proposal Deadline: Mandatory NOI due February 27, 2026; Full proposals due April 14, 2026
Research Components: Airborne instruments; Ground instruments; Landslide Remote Sensing; and Laboratory Measurements, Landslide Hydrology Models, and Landslide Deformation Models
PERSIANN-CCS-CDR V2.0 delivers a global precipitation dataset at 0.04° spatial and 3-hourly temporal resolution. The update addresses inconsistencies in input data by providing two harmonized sub-products: a GridSat-B1–driven record extending back to 1983 and a CPC-4KM–driven record available since March 2000, along with guidance for effective use.
Spatial Resolution: 0.04°
Temporal Resolution: 3-hourly
Records: B1 (1983–present), CPC (Mar 2000–present)
NASA's ARSET (Applied Remote Sensing Training) program offers free, all-level trainings to help you use NASA Earth observation data for real-world applications—air quality & health, agriculture, disasters, water resources, climate resilience, and wildfires. If you want a practical on-ramp (from "remote sensing fundamentals" to hands-on tools/workflows), ARSET is a great resource—browse upcoming sessions and join their mailing list for updates.
Cost: Free
Levels: Introductory, Intermediate, Advanced
Topics: Air Quality & Health, Agriculture, Disasters, Water Resources, Climate Resilience, Wildfires
Reliability Engineering & System Safety (RESS) Special Issue invites submissions on AI techniques for geotechnical and underground engineering challenges. Topics include AI-driven data analysis, decision support systems, and reliability/resilience assessment for subsurface infrastructure under complex and uncertain ground conditions.
Journal: Reliability Engineering & System Safety (Elsevier)
Submission Deadline: May 1, 2026
Keywords: AI, geotechnical engineering, underground engineering, reliability, resilience, sustainability, decision support
Remote Sensing (MDPI) Special Issue invites submissions on time-series remote sensing for geohazard monitoring and early warning (e.g., landslides, earthquakes, volcanic activity, land subsidence, sinkholes, glacier movements). Time-series remote sensing integrating SAR, optical, LiDAR, UAV, and GNSS supports detection of subtle surface changes and precursory signals.
Journal: Remote Sensing (MDPI)
Deadline for Manuscript Submissions: 30 April 2026
Keywords: Time-series remote sensing, geohazard monitoring, early warning systems, landslides, earthquakes, volcanic activity
The CLaSH Small Grant Program provides flexible, seed-level funding ($20,000-$40,000) to support creative, high-risk/high-reward projects that advance understanding of interacting land-surface hazards. The program welcomes proposals in AI-driven hazard analysis, site-specific investigations, and weather-related modeling to catalyze integrative studies of multi-hazard cascades.
Award Size: $20,000 - $40,000, including indirect costs
Anticipated Awards: 5 – 9 annually
Project Duration: Up to 12 months (May 1, 2026 - April 30, 2027)
Priority Areas: Site-specific investigations, weather modeling, ML/AI applications
The latest MIDAS AI Digest featuring the AI Sandbox at AIIR, the new AI Sandbox Showcases, TimeCopilot for explainable time-series forecasting, the National Cancer Institute Data Catalog, and more AI tools and research resources.
The latest MIDAS AI Digest featuring AI-supported Winter Olympics training analysis, watermarking for AI-generated content, the AI Sandbox Showcases, and more AI tools and research resources.
A scenario-based macro thought exercise (not a prediction) on how abundant AI intelligence could trigger a displacement-driven feedback loop across jobs, consumption, credit markets, and policy by 2028.
The latest MIDAS AI Digest featuring the AI Sandbox Showcases schedule, NVIDIA Clara for healthcare and life-science AI, IPUMS harmonized research data, conservation work with Google AI, and more AI tools and resources.
The latest MIDAS AI Digest featuring AI Sandbox Showcases, TranslateGemma, TerraMosaic updates, and more AI tools and resources for researchers.
The latest MIDAS AI Digest featuring updates on the AI Sandbox, TRELLIS.2, DataONE, and more AI tools and resources for researchers.
August 21 links direct evidence on landslides, flooding, drought, seismic response, and underground instability with a parallel stream of transferable sensing and AI methods. The dominant theme is state-aware diagnosis: hazards are explained through evolving material, hydraulic, and structural condition rather than through triggers alone.
Papers Analyzed: 111 analyzed
Relevant Papers: 35 selected
Key Topics: quick-clay landslide forensics, volcano-tectonic fracture mapping, landslide susceptibility, urban subsidence, flood-induced InSAR deformation, debris floods, snow avalanches, rockburst precursors, drought and heatwave attribution, submarine slope reliability, fault-zone cataclastic flow, bridge aftershock fragility, reservoir ageing, fractured-rock leakage, probabilistic wave forecasting, underground seismic response, fluvial scour, physics-informed Earth observation
August 20's digest centers on hidden state variables: pore pressure, structure, thermal regime, and deformation geometry increasingly explain why slopes, faults, and subsurface systems fail. A parallel method stream strengthens weakly supervised remote sensing, multimodal registration, and physically structured AI without yet demonstrating broad geohazard validation.
Papers Analyzed: 415 analyzed
Relevant Papers: 97 selected
Key Topics: submarine permafrost, Cascadia slow earthquakes, co-seismic displacement videos, data-scarce hazard susceptibility, shallow landslides, debris flows, liquefaction, injection-induced fault slip, anti-dip rock slopes, InSAR subsidence, volcanic rock creep, thunderquake imaging, flood evacuation, satellite volcanic monitoring, landslide image synthesis, inundation emulation, LiDAR localization, internal soil erosion, drift-aware GeoAI
August 19's papers center on physically constrained forecasting, hydro-mechanical failure thresholds, and reliability-focused Earth observation. Direct studies refine cyclone, flood, landslide, seismic, coastal, volcanic, drought, and cryosphere interpretations, while a large method stream expands transferable sensing and scientific-ML tools without claiming geohazard-wide validation.
Papers Analyzed: 489 analyzed
Relevant Papers: 135 selected
Key Topics: physics-constrained tropical cyclone forecasting, rainfall-induced landslides, landslide uncertainty mapping, landslide river blocking, flood risk and wetland buffering, SAR flood detection, flash-flood routing, coastal dune erosion, earthquake sequence forecasting, terrain-sensitive site response, volcanic GNSS-InSAR deformation, mining subsidence, glacier peak runoff, drought recovery, cross-sensor reconstruction, uncertainty-aware GeoAI, physics-informed scientific machine learning
August 18 emphasizes hazards governed by hidden mechanical or hydrological state, alongside sensing systems designed to remain informative under cloud, ash, sparse observations, or rapid onset. Direct results on earthquakes, slopes, floods, coastal change, volcanic activity, and liquefaction sit beside transferable Earth-observation and scientific-ML methods that are scientifically useful but not yet generalized geohazard validations.
Papers Analyzed: 1305 analyzed
Relevant Papers: 94 selected
Key Topics: earthquake attenuation tomography, Nankai fluid pathways, unstable rock-block monitoring, volcanic microwave monitoring, storm-surge forecasting, Himalayan rockfall protection, rainfall-driven slope failure, GLOF thresholds, tectonic drainage reorganization, static liquefaction, flood mapping, heavy-rainfall nowcasting, drought forecasting, Antarctic mass balance, optical-SAR change detection, geospatial foundation models, physics-informed scientific machine learning
August 17 centers on coupled geohazards shaped by hidden hydrological or mechanical state, especially across landslide, flood, and seismic settings. A parallel method stream strengthens Earth observation, forecasting, and surrogate modeling while remaining explicitly domain-bound in its validation.
Papers Analyzed: 835 analyzed
Relevant Papers: 162 selected
Key Topics: climate-driven landslides, glacier-related floods, landslide-dam breach mechanics, monsoon landslide precursors, InSAR deformation monitoring, earthquake swarms, groundwater-mediated loess hazards, snow avalanches, landslide tsunamis, flood-response reasoning, storm-surge datasets, post-earthquake damage mapping, GNSS-R soil moisture, wet-dry rock degradation, crevasse mapping, weather forecasting, geophysical inversion, physics-informed scientific machine learning
August 16 centers on compound landslide and flood hazard, evolving internal state variables, and operational deformation sensing. A strong secondary stream in remote sensing and scientific machine learning improves how hazards may be mapped or simulated, without implying universal geohazard validation.
Papers Analyzed: 402 analyzed
Relevant Papers: 79 selected
Key Topics: compound rainfall-earthquake landslides, seismic rupture mechanics, post-seismic karst collapse, leak-induced slope instability, granular-flow runout, flood hydro-morphodynamics, coastal flooding, urban inundation, hydrological drought, land subsidence, rockburst risk, InSAR and GBSAR monitoring, submarine terrain mapping, paleoflood reconstruction, precipitation evaluation, remote-sensing change detection, physics-informed AI
The August 15, 2026 digest centers on slope and water-linked hazards, especially reservoir effects, susceptibility bias, subsidence continuity, and hydroclimatic non-stationarity. It also highlights domain-specific AI and remote-sensing advances for typhoon water levels, intense precipitation, and glacial lake mapping.
Papers Analyzed: 26 analyzed
Relevant Papers: 12 selected
Key Topics: landslide susceptibility mapping, reservoir-induced landslide acceleration, landslide-generated reservoir waves, slope stability sensitivity, land subsidence risk zonation, typhoon-period water-level forecasting, high-resolution typhoon risk, precipitation nowcasting, glacial lake extraction, non-stationary drought propagation, rainfall erosivity, gravel-beach storm-surge protection
August 14 centers on hidden heterogeneity, hydrologic state, and spatially uneven controls on hazard evolution. A second theme is the rapid maturation of multimodal, interpretable remote-sensing methods that remain transferable rather than geohazard-validated.
Papers Analyzed: 83 analyzed
Relevant Papers: 25 selected
Key Topics: earthquake rupture dynamics, rock-glacier kinematics, rainfall-induced slope instability, saturated and unsaturated slope stability, hillslope rainfall-runoff connectivity, coastal erosion, soil detachment, braided-river mobility, drought propagation, post-earthquake road extraction, remote-sensing change detection, terrain-guided glacier mapping, interpretable land-cover mapping, GPR void detection
Cascading landslide, flood, and seismic studies dominate August 13, alongside hydrologic and climate papers that resolve driver sequencing and state dependence. A separate transferable cohort sharpens uncertainty calibration, physical constraints, and validation practice across remote sensing and AI.
Papers Analyzed: 170 analyzed
Relevant Papers: 63 selected
Key Topics: national-scale landslide risk assessment, earthquake-rainfall cascading landslide hazard, rockslide failure mechanics, shallow-landslide climatology, debris-flow mitigation, slope reliability modeling, sinkhole forensics, snow-avalanche reconstruction, landslide-dam outburst floods, flood hydraulics, seismic risk, volcanic unrest, wildfire remote sensing, hydrologic regime shifts, calibrated Earth-observation uncertainty
August 12 spans direct studies of mountain, coastal, wildfire, seismic-volcanic, flood, and permafrost hazards alongside transferable remote-sensing and scientific-ML methods. Across the set, the strongest signal is more explicit separation of drivers, mechanics, and uncertainty.
Papers Analyzed: 492 analyzed
Relevant Papers: 61 selected
Key Topics: Himalayan glacial lake outburst floods, rainfall-triggered landslides, ice-related floods, long-term flood risk and exposure change in Italy, Santorini seismo-volcanic tremor and magma migration, wildfire susceptibility mapping, climate attribution of the 2025 European fire season, probabilistic tsunami forecasting, land subsidence hazard zoning, coseismic landslide segmentation, snow disaster risk, structure-controlled rockfall, earth-fill dam breach uncertainty, liquefaction and lateral spreading
August 11 combines direct hazard findings on flood cascades, slope failure mechanics, wildfire severity, and cryosphere-linked exposure with a substantial cohort of transferable remote-sensing and forecasting methods. Those enabling papers chiefly improve structural fidelity, calibration, and uncertainty treatment rather than reporting geohazard-specific validation.
Papers Analyzed: 527 analyzed
Relevant Papers: 69 selected
Key Topics: flood cascades, urban flood forecasting, flood impact databases and fragility, glacial lake outburst risk, rainfall-induced and seismic slope instability, cohesive sediment gravity flows, wildfire spread severity and fire-event inventories, near-fault and underground seismic response, permafrost thaw and glacier instability, groundwater storage anomalies and subsidence, frost-heave infrastructure, AI weather extremes and cyclone correction, uncertainty-calibrated forecasting, structurally guided remote sensing, physics-aware inverse mapping
August 10 centers on hidden fault structure and paleoseismic seafloor deformation, hydrologically constrained flood analysis, and intensifying hydroclimatic extremes. A separate methodological cohort advances subsurface imaging, multimodal remote sensing, and scalable system modeling without implying prior geohazard validation.
Papers Analyzed: 80 analyzed
Relevant Papers: 28 selected
Key Topics: hidden fault structure, paleoseismic seafloor deformation, off-fault deformation, Bayesian slip inversion, liquefaction constitutive modeling, flash drought forecasting, extreme heat projections, flood inundation plausibility, shallow-water neural operators, flood impact and evacuation, permafrost bluff erosion, urban lightning modulation, seismic infrastructure assessment, network resilience, transferable remote sensing and geospatial AI
August 9 centers on process-aware hazard observation and state-conditioned mechanics, from wildfire zoning and flood-depth estimation to landslide deformation, sinkhole collapse, and seismic vulnerability. A larger companion cohort contributes transferable geospatial AI for calibration, reconstruction, and physically structured forecasting under sparse or degraded observations.
Papers Analyzed: 3418 analyzed
Relevant Papers: 149 selected
Key Topics: process-aware hazard sensing, landslide deformation and mapping, wildfire forecasting and thermal retrieval, flood-depth estimation, spatially heterogeneous multi-hazard risk, sinkhole and embankment failure mechanics, seismic ground-motion and fragility modelling, drought and urban-heat attribution, calibrated geospatial AI, physics-informed operators and inverse modelling, uncertainty and conformal prediction, reconstruction under degraded observations
This issue separates direct hazard findings from transferable methods. The strongest direct papers resolve moisture-controlled slope failure, submerged geomechanics, and observation-constrained seismic, volcanic, flood, coastal, and infrastructure risk, while the method papers concentrate on calibrated sensing, fusion, and forecasting.
Papers Analyzed: 2172 analyzed
Relevant Papers: 79 selected
Key Topics: moisture-conditioned landslide instability, submarine slope mechanics, seabed liquefaction, megathrust inversion bias, eruption-source seismology, coastal cliff fatalities, glacier-failure baselines, post-event flood depth retrieval, socio-hydrology and inequality, integrated coastal risk mapping, tunnel and dam mitigation, optical-SAR fusion, uncertainty-aware forecasting, conformal multimodal fusion, physics-informed geospatial learning
Structural geology, long-baseline InSAR and coupled hydromechanics resolve how extreme rainfall, river blockage and reservoir drawdown develop into destructive slope failure. Deep-learning slope observation, evacuation-aware tsunami scenarios and observation-constrained seismic models extend the same process focus across hazards.
Papers Analyzed: 90 analyzed
Relevant Papers: 44 selected
Key Topics: landslide mechanisms and monitoring, landslide dams and reservoir slopes, flood and tsunami risk, atmospheric rivers, active faults and earthquake engineering, hillslope erosion, GNSS and lidar remote sensing, Bayesian geotechnical inference
Field monitoring translates electrical and hydraulic observations into root-aware slope strength and stability, while regional inventories, deformation-informed susceptibility, and a five-day rainfall threshold connect local processes to mapping and warning. Prospective earthquake tests and mechanism-based volcanic, tsunami, flood, and storm-surge studies show where forecast skill holds and which physical constraints govern extremes.
Papers Analyzed: 1353 analyzed
Relevant Papers: 133 selected
Key Topics: landslide monitoring and mechanics, susceptibility and event inventories, earthquake and volcanic processes, flood, tsunami and storm-surge forecasting, InSAR and deformation monitoring, remote sensing and geospatial learning, geotechnical and geomaterial mechanics
Post-fire field evidence from Yajiang shows that ash moved into channels within days and became the dominant source for the earliest debris flows, while Alpine warning and slope studies model failure state and impacts rather than static terrain alone. Probabilistic tsunami and cyclone ensembles, event-structured SAR data, and process-aware geotechnical models make uncertainty, mechanisms, and consequences explicit.
Papers Analyzed: 1807 analyzed
Relevant Papers: 139 selected
Key Topics: landslides, rockfalls and debris flows, impact-based early warning, tsunami and cyclone forecasting, earthquake and volcanic hazards, InSAR and deformation monitoring, remote-sensing foundation models, geotechnical and geomaterial mechanics
SWOT tsunami imaging and stochastic debris transport connect offshore source inversion to building-scale impact, while InSAR, UAV topography, point clouds, and hydroclimatic triggers make slope-hazard assessment increasingly time dependent and geometry aware. A global beach-slope product, an open pre-failure landslide sequence, and station-scale flood simulations make observational assumptions and intermediate hazard states available for reanalysis.
Papers Analyzed: 1905 analyzed
Relevant Papers: 174 selected
Key Topics: landslides and rockfalls, tsunamis and debris impact, earthquake and liquefaction hazards, flood and weather extremes, coastal morphology and flood exposure, InSAR and three-dimensional monitoring, physics-guided geospatial AI
Climate warming is shown to precondition Himalayan slopes for repeated rock-ice avalanches, while InSAR, field geomorphology, and subsurface geophysics sharpen landslide diagnosis in tectonic and basaltic terrain. A five-century Yangtze reconstruction, a 75-year global storm-surge archive, and new ground-motion models show how nonstationarity, spatial dependence, and dynamic exposure reshape risk estimates.
Papers Analyzed: 2395 analyzed
Relevant Papers: 151 selected
Key Topics: landslides and rockfalls, cascading mountain hazards, flood and coastal extremes, volcanic and seismic processes, InSAR and subsurface geophysics, geospatial AI benchmarks
Observed deformation, hydrological triggers, and operational warning performance define this issue. Leading studies connect repeat LiDAR, UAV, and InSAR measurements to landslide evolution and susceptibility, then explain instability through fissure-fed seepage, groundwater cycling, and structural-plane degradation. Companion analyses extend the same evidence chain to coastal storm buffering, sinkholes, seismic risk, floods, wildfire, and compound climate extremes.
Papers Analyzed: 1830 analyzed
Relevant Papers: 85 selected
Key Topics: landslide monitoring, rainfall and groundwater triggers, InSAR and LiDAR, sinkhole and seismic risk, flood and compound extremes
Landslide-dam floods gain a regional magnitude-frequency framework from 385 dams and 310 reconstructed outbursts, while long-duration alpine monitoring and two-track InSAR show how warning reliability depends on data continuity and geometric observability. A new open landslide volume links a proposed multilingual observatory with high-resolution rainfall forecasts, slope calibration, and community warning protocols.
Papers Analyzed: 1486 analyzed
Relevant Papers: 119 selected
Key Topics: landslide-dam outburst floods, landslide early warning, InSAR deformation, cascading geohazards, open hazard data
Landslide studies separate fluvial control on where failures occur from present InSAR motion, test rainfall-threshold transfer, and connect LiDAR tree lean with saturated subsurface zones. Sub-annual Toba proxies, bathymetry-complete flood models, adaptive earthquake warning, and auditable geohazard digital twins sharpen causal attribution and operational reliability.
Papers Analyzed: 1490 analyzed
Relevant Papers: 115 selected
Key Topics: landslide occurrence and active motion, rainfall-threshold transfer, LiDAR and electrical-resistivity monitoring, flood terrain and data scarcity, volcanic climate impacts, earthquake warning, geohazard digital twins
Process-based landslide models, deformation-aware inventories, and physically constrained warning link slope mechanics to measured motion and expose the limits of AUC under missing labels. Avalanche forecasting, fibre-optic permafrost imaging, GNSS subsidence correction, volcanic-plume tracking, rapid earthquake reconnaissance, and national warning and loss baselines extend that evidence into operations.
Papers Analyzed: 1533 analyzed
Relevant Papers: 126 selected
Key Topics: landslide mechanics and deformation-aware inventories, physically constrained warning, avalanche forecasting, fibre-optic and GNSS monitoring, volcanic-plume tracking, rapid earthquake reconnaissance, model transfer and reliability
Building-level U.S. landslide exposure, post-seismic vegetation recovery, optical segmentation, InSAR activity detection, open-pit monitoring, and reservoir-wave overtopping move slope intelligence toward decision-scale evidence. Orographic rainfall, compound heat, seismic infrastructure risk, and evidence-aware multimodal learning connect process, observation scale, and model reliability.
Papers Analyzed: 1887 analyzed
Relevant Papers: 100 selected
Key Topics: landslide exposure and vulnerability, landslide mapping and susceptibility, active-slope monitoring, extreme rainfall and compound climate hazards, earthquake and underground-infrastructure risk, multimodal evidence and calibration, point-cloud and geospatial learning
UAV monitoring and controlled experiments resolve how cohesion, slope geometry, and partially mobilized slip surfaces govern slow and coseismic failure. Across InSAR, aerosol retrievals, debris-flow design, and probabilistic models, the papers expose observability gaps and uncertain thresholds as measurable sources of risk.
Papers Analyzed: 2011 analyzed
Relevant Papers: 73 selected
Key Topics: landslide dynamics, coseismic slope failure, debris-flow protection, flood-health risk, InSAR observability, remote-sensing validation, probabilistic hazard
Process attribution links coastal subsidence, earthquake triggering and deep-seated slope motion to their governing physical controls. Multi-temporal landslide inventories, field-based GLOF assessment and long DInSAR records strengthen hazard baselines, while Bayesian and leakage-aware methods make uncertainty explicit.
Papers Analyzed: 1977 analyzed
Relevant Papers: 71 selected
Key Topics: landslide-dam breach, deep-seated slope motion, submarine landslides, GLOF assessment, volcanic deformation, liquefaction mapping
Structure-aware aftershock forecasts, multi-segment seismic hazard models and topographic amplification analyses resolve where rupture and shaking concentrate. Experiments on reservoir landslides and landslide dams separate buoyancy, seepage and grain-size controls, while time-series SAR and uncertainty-aware water monitoring extend hazard observation across events and regions.
Papers Analyzed: 2330 analyzed
Relevant Papers: 66 selected
Key Topics: aftershock forecasting, landslide-dam failure, reservoir landslide mechanics, flood inundation, seismic damage, SAR foundation models
Hazard research links precursor deformation to downstream impacts through staged cascade models, while sediment memory and fault-zone rheology expose how inherited conditions govern later extremes. Physically constrained sensing and nonstationary risk models extend this process-based view across liquefaction, floods, eruptions and cryospheric change.
Papers Analyzed: 1867 analyzed
Relevant Papers: 50 selected
Key Topics: GLOF cascades, geomorphic flood memory, fault-zone rheology, liquefaction sensing, eruption timing, nonstationary hydroclimatic risk
Climate-conditioned landslide probabilities, cascading dam-failure experiments and deformation-based slope prediction sharpen forecasts from local failure to downstream flooding. Compound coastal models, rockburst precursors and transferable sensing broaden the observation space.
Papers Analyzed: 1506 analyzed
Relevant Papers: 33 selected
Key Topics: climate-conditioned landslide probability, cascading landslide dams, open-pit slope prediction, compound coastal flooding, rockburst precursors, point-cloud discontinuity mapping
Seismic deep learning reconstructs the rockfall sequence preceding collapse, while an open satellite framework isolates subtle thermal precursors at Shishaldin. Climate-forced rock/ice-avalanche simulation, fatal-landslide inequality and inherited urban flood exposure connect physical processes to their consequences.
Papers Analyzed: 1931 analyzed
Relevant Papers: 135 selected
Key Topics: rockslide precursors, deep-seated landslide mapping, rock/ice-avalanche runout, volcanic thermal unrest, fatal-landslide inequality, urban flood exposure, fire-weather waves, avalanche snow climates
An open Cascadia velocity model and high-rate GNSS resolve regional seismic structure and recurring slow slip. Preferential seepage, lake-floor landslides, karst displacement forecasting and physically constrained subsurface sensing sharpen the day's process evidence.
Papers Analyzed: 1791 analyzed
Relevant Papers: 68 selected
Key Topics: Cascadia velocity modelling, slow-slip monitoring, rainfall-induced loess landslides, subaqueous landslides, karst displacement forecasting, compound hazards, glacier fracture sensing
Exact velocity solutions, reproducible large-scale slope experiments and red-bed deterioration mechanics trace landslide motion from release to deposition. A complete landslide-dam-outburst reconstruction, five-year UAV-LiDAR monitoring and European drought attribution extend the day's process evidence.
Papers Analyzed: 1881 analyzed
Relevant Papers: 84 selected
Key Topics: complete landslide velocity, large-scale slope experiments, red-bed deterioration, landslide-dam outburst, retrogressive landslide monitoring, circulation-driven drought, leakage-aware hazard mapping
Dynamic susceptibility models, permafrost-slope controls and multiscale coseismic simulation connect changing terrain conditions to failure mechanics. New multi-hazard and glacial-lake datasets, single-image hazard detection and controlled foundation-model comparisons widen the day's geospatial evidence.
Papers Analyzed: 1837 analyzed
Relevant Papers: 94 selected
Key Topics: dynamic landslide susceptibility, permafrost slope failure, coseismic landslide simulation, multi-hazard inventories, glacial-lake monitoring, single-image hazard detection, geospatial foundation models
Mechanistic studies resolve erosion, fracture and force transfer in slope hazards, while controlled earthquake and compound-storm contrasts isolate the effects of antecedent conditions. Foundation-model adaptation and calibrated uncertainty sharpen the day's geospatial AI contributions.
Papers Analyzed: 2186 analyzed
Relevant Papers: 70 selected
Key Topics: debris-flow erosion, snow-slab fracture, reservoir landslides, induced seismicity, compound storms, uncertainty-aware hazard modelling, geospatial foundation models
Loess hazard-chain evidence and energy-based impact probabilities extend landslide analysis from initiation to structural consequence, while physics-guided flood surrogates and probabilistic warnings carry uncertainty into operational decisions.
Papers Analyzed: 1397 analyzed
Relevant Papers: 39 selected
Key Topics: landslide hazard chains, landslide kinetic energy, explainable susceptibility mapping, physics-informed flood models, probabilistic warnings, tsunami evacuation, rockburst early warning
Spatially resolved radar warning and temperature-sensitive process-chain modelling sharpen landslide forecasts and cascade estimates, while flood, subsidence and seismic studies make nonstationarity, observation support and sequential loading explicit.
Papers Analyzed: 1399 analyzed
Relevant Papers: 56 selected
Key Topics: landslide early warning, radar deformation fields, post-landslide cascades, climate-sensitive shear strength, compound flooding, land subsidence, aftershock fragility
Quick-clay pore-pressure coupling, rainfall-conditioned failure and reverse-fault amplification sharpen landslide initiation, while long records and coupled simulations resolve post-seismic debris-flow recovery and landslide-tsunami consequences.
Papers Analyzed: 1858 analyzed
Relevant Papers: 201 selected
Key Topics: quick-clay retrogression, critical rainfall envelopes, coseismic landsliding, post-seismic debris flows, landslide-tsunami cascades, debris-flow barriers, liquefaction damage, seismic basins, flood-network connectivity, multi-hazard validation
State-based landslide forecasting links damage, pore pressure, deformation and runout dynamics, while field observations resolve how hydrologic history, structural interfaces, fault permeability and shallow rupture govern hazard evolution.
Papers Analyzed: 1960 analyzed
Relevant Papers: 177 selected
Key Topics: landslide evolution states, physics-data hybrid warning, rainfall thresholds, atmospheric rivers, liquefaction-induced runout, basin-edge amplification, megathrust locking, transform-fault hydromechanics, volcanic gas exposure, tsunami scour, glacial lakes, uncertainty-aware Earth observation
Hourly forcing reverses daily flood projections in snow-influenced basins, while slope-interface hydromechanics, submarine mass-movement mapping, rupture segmentation, dike arrest, and fault-aware infrastructure models resolve where hazards amplify or stop.
Papers Analyzed: 1994 analyzed
Relevant Papers: 119 selected
Key Topics: subdaily flood projections, flood type and depth, biocrusts and shallow landslides, submarine mass-transport deposits, groundwater-controlled coastal slopes, megathrust rupture, volcanic dike arrest, fault-crossing tunnels, subsidence, wildfire, permafrost, Earth observation
A frictional threshold links intermittent landslide creep to catastrophic acceleration, while dense sensing, probabilistic forecasting, three-dimensional mechanics, and hydroclimate reconstructions sharpen hazard inference.
Papers Analyzed: 2188 analyzed
Relevant Papers: 200 selected
Key Topics: landslide failure thresholds, ocean-bottom DAS, tsunami inundation uncertainty, Southern Andes landslide forecasting, loess-landslide reactivation, fault-controlled slopes, rockfall, ground fissures, floods, freeze-thaw, terrestrial water storage, geospatial reasoning
Calibrated debris-flow susceptibility, a century-scale landslide and flood inventory, hydrological lag in slow-moving slopes, separated mining-deformation signals, earthquake-sequence statistics, and probabilistic compound flooding.
Papers Analyzed: 2255 analyzed
Relevant Papers: 310 selected
Key Topics: debris-flow susceptibility, landslide and flood inventories, slow-moving landslides, reservoir-landslide prediction, mining subsidence, earthquake statistics, surface rupture, compound flooding, InSAR, spatial validation, uncertainty
Rock-fracture thresholds, slope-failure precursors, hillslope preferential flow, networked flood monitoring, climate-extreme attribution, and explicit tests of observational uncertainty.
Papers Analyzed: 2175 analyzed
Relevant Papers: 209 selected
Key Topics: landslides, rock-slope fracture, hillslope preferential flow, tropical cyclones, marine and compound heatwaves, rainfall erosivity, urban flooding, permafrost infrastructure, geotechnical modelling, observation uncertainty
Rainstorm-triggered soil slips, slope uncertainty, sinkhole and tunnel collapse, permafrost thaw, liquefaction, seismic site response, coastal flooding, and hydroclimatic extremes.
Papers Analyzed: 2156 analyzed
Relevant Papers: 92 selected
Key Topics: rainfall-triggered landslides, thaw hazards, rock-ice interfaces, sinkhole and tunnel collapse, liquefaction, induced seismicity, site amplification, coastal flooding, drought, extreme rainfall, wildfire mapping, LiDAR, optical-SAR fusion
Independent landslide validation, community fatality risk, debris-flow mechanics, GLOF volume estimation, fault mechanics, extreme-precipitation correction, and transferable geospatial AI.
Papers Analyzed: 2180 analyzed
Relevant Papers: 75 selected
Key Topics: independent event validation, F-N risk curves, rockfall monitoring, debris-flow erosion and entrainment, GLOF volume models, fault mechanics, seafloor rifting, InSAR, extreme precipitation, soil moisture, multimodal remote sensing
Covers interpretable and physics-coupled landslide prediction, rainfall-soil-moisture thresholds, loess failure, sliding-zone interfaces, foundation-model segmentation, SAR monitoring, glacial-lake benchmarks, and compound hazards.
Papers Analyzed: 2529 analyzed
Relevant Papers: 124 selected
Key Topics: interpretable coseismic landslides, physical-statistical hazard models, rainfall thresholds, soil moisture, loess landslides, sliding-zone interfaces, visual foundation models, SAR monitoring, glacial-lake inventories, GLOF benchmarks, InSAR deformation, compound hazards
Covers rock-ice avalanche cascades, seepage-triggered landslides, slope-unit runout modeling, co-seismic landslide uncertainty, drought-rainfall slope failure, soil-ice materials, Himalayan landslide detection, GLOFs, subsidence, liquefaction, and fault-crossing tunnels.
Papers Analyzed: 2531 analyzed
Relevant Papers: 87 selected
Key Topics: rock-ice avalanche, seepage-triggered landslides, LARMSU, co-seismic landslides, cracked clay slopes, soil-ice materials, soil-rock mixture SPH, Himalayan landslide detection, landslide-dammed rivers, debris-flow detection, InSAR updating, GLOFs, subsidence, liquefaction, fault-crossing tunnels
Covers São Paulo extreme rainfall, rainfall-induced slope stability, tailings impoundment stability, WHITS tropical-cyclone risk catalog, Dingri earthquake displacement uncertainty, extreme-precipitation forecasting, tunnel damage and rehabilitation, SAR despeckling, and GPR tunnel detection.
Papers Analyzed: 3058 analyzed
Relevant Papers: 75 selected
Key Topics: São Paulo rainfall, slope stability, tailings impoundments, WHITS cyclone catalog, Dingri earthquake, extreme precipitation blending, tunnel lining damage, rockbolt degradation, pipe-roof settlement control, SAR despeckling, GPR tunnels, geospatial SSL, streamflow prediction, groundwater storage
Covers the Unified Global Landslide Catalogue, Typhoon Gaemi clustered landslides, mining-induced landslide extraction, groundwater-aware early warning, drainage-trench stabilization, AI flood-risk ensembles, remote-sensing foundation models, and disaster-response sensing.
Papers Analyzed: 3075 analyzed
Relevant Papers: 57 selected
Key Topics: UGLC, clustered landslides, mining-induced landslides, groundwater-level warning, drainage trenches, debris-flow susceptibility, UAS Eco-DRR, SC-Net, flood-risk ensembles, compound coastal flooding, WorldTensor, GeoSAM-Lite, LEVIRDet, GlacierCastAI, SIMPLER, DASNet
Covers tectonic coupling and seismic source diagnostics, karst and mining-water hazards, hydrologic AI workflows, and engineering damage models for rock, tunnel, offshore, and coastal systems.
Papers Analyzed: 1827 analyzed
Relevant Papers: 36 selected
Key Topics: Hellenic subduction, Aegean block kinematics, karst LiDAR, mining groundwater inflow, hydrologic AI agents, storm/flood analytics, rock and tunnel damage, CO2 wellbore integrity, NZ-BeachTopo30, DKARNet
Highlights ultralow-angle megathrust geometry, fluid-driven paleoearthquake clustering, rainfall-slope instability with crack and raindrop effects, landslide-disturbance biomass recovery, volcanic InSAR fault detection, interpretable flood modeling, hydrological benchmarking, tunnel seepage, soil erosion, permafrost thaw, and remote-sensing evidence validation.
Papers Analyzed: 1963 analyzed
Relevant Papers: 39 selected
Key Topics: rainfall-induced slope instability, landslide disturbance recovery, giant earthquakes, fault-valve behavior, volcanic InSAR, earthquake tomography, urban flood inundation, hydrological uncertainty, karst groundwater, fracture-flow coupling, weak interlayers, soil erosion, permafrost thaw, remote-sensing AI validation
Highlights rainfall-induced mine-slope instability, ancient-landslide reactivation, cracked clay-slope infiltration, Mamba and SBAS-InSAR landslide susceptibility, prior-informed alpine-gorge susceptibility transfer, Himalayan debris-flow response to glacier retreat and greening, Baige landslide deformation, High Mountain Asia GLOF susceptibility, landslide-risk governance, rockburst, tunnel water inrush, supershear rupture, flood susceptibility, wildfire mapping, anchor ice, wind erosion, and seismic infrastructure recovery.
Papers Analyzed: 2448 analyzed
Relevant Papers: 24 selected
Key Topics: open-pit slopes, Haijiaoping landslide, cracked clay slopes, Xining Basin, Parlung Tsangpo, Himalayan debris flows, Baige landslide, GLOF, YOLO landslide mapping, fuzzy uncertainty, weathered rock slopes, rockburst, tunnel face instability, Hoek-Brown stability, supershear rupture, flood susceptibility, wildfire mapping
Highlights reservoir landslide deformation and impulse waves, dynamic landslide susceptibility updating, Noto liquefaction deformation, Calabria rainfall-threshold records, Dingri cascading rupture, compound flood projection, bridge response to lateral spreading, drought trends, subsidence InSAR, flooded-building SAR extraction, permafrost connectivity, and Earth-observation data discovery.
Papers Analyzed: 2396 analyzed
Relevant Papers: 20 selected
Key Topics: Wangjiaping landslide, impulse waves, dynamic susceptibility, Calabria landslides, Noto liquefaction, Dingri earthquake, compound floods, hydrological drought, reclaimed-land subsidence, SAR flood mapping, permafrost connectivity, cloud removal, SWOT-SMAP calibration, EO data discovery
Highlights natural landslide dams, woody debris-flow mitigation, shallow-landslide prefailure evidence, regional runout simulation, landslide geospatial monitoring, wildfire-driven hazard cascades, SWOT flood monitoring, triggered aseismic creep, volcanic earthquake catalogues, compound dry-hot extremes, hourly catchment benchmarks, satellite 3D reconstruction, and geospatial foundation-model methods.
Papers Analyzed: 2292 analyzed
Relevant Papers: 20 selected
Key Topics: Lake Sarez, Usoi Dam, woody debris flows, slit check dams, shallow landslides, runoutSIM, landslide monitoring design, wildfire cascades, SWOT river monitoring, Yarlung Zangbo creep, Klyuchevskoy seismicity, CAMELS-DE-1h, EO-VGGT, GeoSearcher, AlphaEarth, SegFly
Highlights landslide-dammed lakes, ice-soil landslide dams, rock-glacier lake hazards, DAS rockfall localization, post-seismic debris-flow thresholds, borehole-ERT landslide stratigraphy, sub-daily precipitation extremes, bridge scour-earthquake interaction, dam reliability, suffusion, freeze-thaw rock degradation, and sensing-constrained AI methods.
Papers Analyzed: 2371 analyzed
Relevant Papers: 38 selected
Key Topics: landslide dams, rock-glacier lakes, rockfall DAS, debris-flow thresholds, UAV photogrammetry, borehole-ERT fusion, design storms, bridge scour, soil-structure interaction, high arch dams, suffusion, salt caverns, LiDAR adaptation, SAR pretraining
Highlights sensitive-clay landslide classification, Carpathian rainfall thresholds, fissured expansive slopes, coastal flood attenuation, internal erosion, storm-driven delta sediment export, global flood simulation, Antarctic ice-shelf damage, reservoir operations, sea-level oscillations, rock-failure precursors, megathrust slip, remote-sensing change captioning, LiDAR segmentation, frozen-ground mechanics, dam seepage, offshore scour, and tunnel geological reconstruction.
Papers Analyzed: 2245 analyzed
Relevant Papers: 38 selected
Key Topics: sensitive clay landslides, rainfall thresholds, expansive slopes, barrier islands, suffusion, flood mapping, subaqueous deltas, CaMa-Flood-GPU, ice-shelf damage, reservoir operations, sea ice, rock precursors, RS change captioning, cold-region pavements, frozen soils, tailings backfill, salt caverns, dam seepage, offshore monopiles, tunnel geology
Highlights sediment-starved riverbank failure, high-mountain lake bathymetry, jointed rock-mass early warning, dam seepage, compound hydroclimate extremes, freeze-thaw seepage erosion, loess and saline-soil degradation, weathered-rock and rock-joint freeze-thaw damage, fractured-rock creep, frozen-ground seepage monitoring, biomimetic and microbial ground improvement, tunnel rock-mass damage, extreme-weather risk perception, and community disaster resilience.
Papers Analyzed: 1842 analyzed
Relevant Papers: 22 selected
Key Topics: riverbank failure, High Mountain Asia bathymetry, rock-mass early warning, dam seepage, compound hydroclimate extremes, freeze-thaw erosion, loess degradation, saline soils, rock-joint damage, fractured-rock creep, biomimetic cementation, hydrate-reservoir reinforcement, tunnel stability, risk perception, resilience networks
Highlights earthquake-triggered cascading hazards, physics-constrained landslide motion, SPH slope-failure simulation, probabilistic debris-flow warning, dynamic early warning, landslide segmentation, thaw-slump activation, riverbank collapse, GLOF reconstruction, levee piping, and deformation-memory infrastructure hazards.
Papers Analyzed: 1829 analyzed
Relevant Papers: 46 selected
Key Topics: Turkiye multi-hazards, differentiable simulation, Riemann-SPH, debris-flow forecasting, LandslideSegFormer, MAS-LAND, thaw slumps, GNSS deformation, InSAR riverbank collapse, GLOFs, levee piping, liquefaction recovery, Prithvi robustness
Highlights coastal-cliff retreat, debris-flow and avalanche runout, dam deformation, levee internal erosion, UAV rock-mass characterization, fault-gouge slip, liquefaction resistance, bluff-backed beach retreat, rain-on-snow flooding, ice-jam control, groundwater stress, sediment retrieval, and seismic infrastructure response.
Papers Analyzed: 1831 analyzed
Relevant Papers: 30 selected
Key Topics: coastal cliffs, debris-flow runout, dam InSAR, levee geophysics, UAV rock-mass mapping, dynamic slip, liquefaction, bluff erosion, rain-on-snow, groundwater depletion, suspended sediment, rock creep, unsaturated soils, seismic resilience
Highlights landslide-slope erosion, multi-stage rockslide kinematics, active-landslide clustering, excavation-driven reactivation, urban GPR slope geometry, climate multi-hazard assessment, topology-aware flood mapping, ground fissure detection, dam-site structural controls, freeze-thaw expansive soils, and decision-aligned AI methods.
Papers Analyzed: 2297 analyzed
Relevant Papers: 33 selected
Key Topics: UAV-LiDAR, SIMWE, landslide kinematics, SBAS-InSAR, XGBoost-SHAP, GPR slope geometry, unsaturated residual soils, multi-hazard risk, optical-SAR flood detection, ground fissures, dam structural controls, freeze-thaw soils, geophysical sensing, uncertainty quantification
Highlights remotely triggered seismicity, seismic mass-movement detection, Alpine glacial and periglacial risk governance, controlled rockfall kinematics, freeze-thaw rock-slope degradation, liquefaction settlement, SBAS-InSAR deformation analysis, SAR rupture inversion, tailings drainage, slope stabilization, flood buffering, fire detection, and storm vulnerability.
Papers Analyzed: 2360 analyzed
Relevant Papers: 36 selected
Key Topics: seismic mass movements, rock avalanches, glacier collapses, debris flows, glacial hazards, rockfall kinematics, freeze-thaw slopes, liquefaction settlement, SBAS-InSAR, SAR rupture inversion, tailings reservoirs, anchored slopes, rock toppling, natural flood mitigation, fire detection, storm impacts
Highlights debris-flow impact mechanics, soil-moisture memory, disturbed rock-slope stability, floodwater mapping with vision foundation models, post-earthquake building-damage segmentation, SAR river monitoring, GNSS fault-strain analysis, earthquake repair costs, flood-frequency inference, wildfire exposure data, and UAV fire-spread quantification.
Papers Analyzed: 2335 analyzed
Relevant Papers: 27 selected
Key Topics: debris flows, building-fragment displacement, soil moisture memory, slope-stability ML, flood mapping, post-earthquake damage segmentation, Sentinel-1 SAR, GNSS strain, mainshock-aftershock sequences, repair costs, flood frequency, extreme rainfall, wildfire exposure, UAV fire-spread quantification, InSAR ground deformation
Highlights earthquake-induced rockslide dams, Poggio Baldi landslide monitoring, residual shear strength, landslide-dam flood cascades, loess sinkholes and fissures, InSAR mining hazards, debris-flow barriers, flood attribution, meteotsunamis, snow hazards, seismic tomography, and disaster-oriented remote-sensing AI.
Papers Analyzed: 3123 analyzed
Relevant Papers: 49 selected
Key Topics: rockslide dams, landslide sequences, residual shear strength, landslide-dam flooding, loess sinkholes, InSAR mining hazards, debris-flow barriers, flash floods, flood loss attribution, meteotsunamis, snow-drift hazards, seismic tomography, geophysical datasets, UAV slope monitoring
Highlights coupled slope instability, rockburst and coalburst mechanics, liquefaction, internal erosion, embankment seepage, post-disaster building damage, tornado damage databases, drought datasets, SAR/LiDAR fusion, soil erosion, and disaster information equity.
Papers Analyzed: 1835 analyzed
Relevant Papers: 46 selected
Key Topics: slope instability, rockburst, coalburst, liquefaction, suffusion, embankment seepage, post-disaster damage mapping, tornado damage paths, hydrological drought, flash drought, soil erosion, SAR interferometry, forest disturbance, precipitation uncertainty
Highlights physics-aware landslide susceptibility, Bayesian InSAR updating, rockfall block detection, landslide kinematics, debris-flow barriers, urban subsidence, compound flood attribution, liquefaction, tunnel hazards, wildfire and drought forecasting, and disaster-data quality.
Papers Analyzed: 1810 analyzed
Relevant Papers: 47 selected
Key Topics: landslide susceptibility, InSAR deformation, rockfall hazard, debris-flow barriers, rock-ice avalanches, land subsidence, compound floods, liquefaction, tunnel gushing, wildfire forecasting, drought-heat risk, disaster data quality
Highlights landslide-dam failure, physics-informed rainfall-landslide probability, soil-moisture-informed susceptibility, InSAR and UAV landslide monitoring, compound flood-landslide impacts, liquefaction, thaw slumps, wildfire evidence, and uncertainty-aware geotechnical AI.
Papers Analyzed: 1752 analyzed
Relevant Papers: 43 selected
Key Topics: landslide dams, rainfall-induced slope failure, InSAR susceptibility, UAV LiDAR slip surfaces, compound flood-landslide risk, liquefaction, thaw slumps, wildfire detection, geotechnical LLM uncertainty
Highlights dynamically triggered megathrust slip, loess infiltration, subsea tunnel water-mud inrush, seismic stabilizing-pile design, urban pluvial flood risk, seismic network vulnerability, permafrost active-layer monitoring, wildfire propagation, and trustworthy geospatial AI.
Papers Analyzed: 2109 analyzed
Relevant Papers: 43 selected
Key Topics: megathrust slip, loess infiltration, water-mud inrush, urban flood risk, pluvial warning, liquefaction, permafrost, wildfire, soil moisture, optical-SAR change detection, geospatial AI trust
Highlights seismic slope damage quantification, LandslideAgent and Multimodal LandslideBench, GLOF reconstruction, graph-based landslide displacement prediction, SAR flood mapping, sea-level predictability, AI water-cycle observation, coseismic LiDAR displacement, and physics-guided geoscience AI.
Papers Analyzed: 2074 analyzed
Relevant Papers: 31 selected
Key Topics: seismic landslides, LandslideAgent, GLOFs, SAR flood mapping, sea-level rise, water-cycle AI, coseismic LiDAR, mining subsidence, wildfire, stabilizing piles, fracture modelling
Highlights mountain multi-hazard risk, RQD-based landslide susceptibility, UAV debris-flow reconstruction, UATEM landslide investigation, mining-induced InSAR slope monitoring, landslide-wave modelling, multi-agent landslide assessment, coastal-flood attribution, and AI ocean prediction.
Papers Analyzed: 2098 analyzed
Relevant Papers: 43 selected
Key Topics: multi-hazard risk, landslide susceptibility, debris flows, UATEM, mining-induced deformation, landslide-generated waves, multi-agent systems, seismic resilience, flood attribution, SAR-optical fusion, PINNs
Highlights landslide susceptibility, rainfall-triggered prediction, landslide reactivation, alpine rockfall controls, mine-dump debris-flow runout, compound rockslide mechanics, UAV-LiDAR slip-surface reconstruction, flood SAR, and infrastructure resilience.
Papers Analyzed: 2642 analyzed
Relevant Papers: 45 selected
Key Topics: landslide prediction, rockfall, talus evolution, debris-flow runout, UAV LiDAR, InSAR, flood SAR, seismic monitoring, DAS, infrastructure resilience
AGU 2026 Session NH052 invites abstracts on reliable and scalable ML/AI for geohazard detection, monitoring, prediction, and open data foundations. More details and promotional materials are coming soon.
Session ID: 282060
Location: San Francisco, CA | December 7-11, 2026
Organizers: Xin Wei, Chuxuan Li, Jingxiao Liu, Bingxu Luo, Ann Sinclair
Status: More details coming soon
Highlights landslide-channel amplification, regional InSAR landslide detection, UAV thermal landslide monitoring, future debris-flow susceptibility, tailings and permafrost deformation, sinkhole detection, DAS earthquake early warning, and remote-sensing foundation-model transfer.
Papers Analyzed: 1995 analyzed
Relevant Papers: 40 selected
Key Topics: landslide cascades, InSAR, UAV thermography, debris flows, tailings deformation, permafrost motion, sinkholes, SPH runout, geospatial foundation models, DAS warning, liquefaction, tunnel deformation
Highlights physics-constrained landslide simulation, frequency-aware landslide detection, riverbank collapse, drawdown-sensitive slope reliability, karst rainfall erosion, liquefaction mitigation, earthquake initiation, and tunnel-ground interaction.
Papers Analyzed: 1594 analyzed
Relevant Papers: 33 selected
Key Topics: landslide motion, landslide detection, riverbank collapse, slope reliability, karst runoff, soil nailing, liquefaction, earthquake initiation, flood reconstruction, tunnel instability
Centers on rainfall-induced landslides, post-fire debris-flow modeling, Himalayan landslide risk, Three Gorges landslide relics, thaw-slump warning, reservoir and open-pit displacement forecasting, levee piping, dam breaching, flood-depth extraction, and tunnel-slope coupling.
Papers Analyzed: 1564 analyzed
Relevant Papers: 38 selected
Key Topics: rainfall landslides, debris flows, landslide inventories, slope stability, thaw slumps, flood mapping, levee piping, dam overtopping, gully erosion, scour, earthquake early warning
Focuses on the Alaska fjord landslide-tsunami, Zelunglung rock-ice avalanche mobility, debris-flow slit-dam impacts, Xieliupo landslide runout prediction, subsidence and basin deformation monitoring, karst multi-hazards, flood mapping, and seismic infrastructure resilience.
Papers Analyzed: 1964 analyzed
Relevant Papers: 40 selected
Key Topics: landslide-tsunami, rock-ice avalanche, debris-flow mitigation, landslide runout, land subsidence, basin deformation, karst hazards, SAR flood mapping, liquefaction, tunnel damage
Focuses on earthquake-induced rockfall, mechanism-informed InSAR landslide mapping, UAV landslide detection, postfire debris-flow vulnerability, flood modelling, seismic infrastructure risk, and cold-region ground processes.
Papers Analyzed: 1972 analyzed
Relevant Papers: 35 selected
Key Topics: rockfall, InSAR landslide mapping, UAV detection, postfire debris flows, pluvial floods, compound flooding, seismic hazard, glacier change, freeze-thaw soils
Focuses on volcanic debris-avalanche databases, sensitive-clay slope failure, rockfall frequency curves, ice-rock debris flows, rockslide-generated surge waves, seismic risk, and cold-region geotechnics.
Papers Analyzed: 2002 analyzed
Relevant Papers: 35 selected
Key Topics: volcanic debris avalanches, sensitive clay landslides, rockfall frequency, ice-rock debris flows, check dams, surge waves, seismic hazard, freeze-thaw geotechnics
Focuses on landslide sampling, coastal highway stabilization, tunnel rockburst, cold-region freeze-thaw damage, flood mapping, GNSS displacement models, and subsurface imaging benchmarks.
Papers Analyzed: 2487 analyzed
Relevant Papers: 34 selected
Key Topics: landslide susceptibility sampling, tunnel rockburst, rock slope protection, freeze-thaw rock damage, SAR flood mapping, GNSS displacement, subsurface imaging
Focuses on climate-sensitive landslide dynamics, co-seismic landslide mapping, reservoir landslide-surge chains, freeze-thaw degradation, GLOF risk, coastal subsidence, tunnel diagnostics, and physics-guided remote sensing.
Papers Analyzed: 1851 analyzed
Relevant Papers: 36 selected
Key Topics: co-seismic landslide mapping, reservoir landslide-surge chains, debris-flow susceptibility, GLOF risk, freeze-thaw degradation, coastal subsidence, tunnel digital twins, GNSS-R ice melt
Focuses on post-seismic debris-flow reconstruction, InSAR-based landslide displacement forecasting, probabilistic rainfall thresholds, groundwater-linked slope stability, tunnel and mining hazards, palaeoflood evidence, and remote-sensing methods for sparse observations.
Papers Analyzed: 1400 analyzed
Relevant Papers: 41 selected
Key Topics: Bujueyida debris flow, PatchTST landslide forecasting, phreatic-line warning thresholds, soil-rock erosion, seismic slope stability, tunnel groundwater dynamics, coal burst warning, palaeoflood hydrology, GeoAI wildfire science
Tracks field-validated debris-flow mitigation, small-landslide segmentation, thaw-slump mapping, mine-slope rheology, multi-hazard heritage vulnerability, seismic and flood risk, and sensor-robust remote-sensing methods for hazard observation.
Papers Analyzed: 1905 analyzed
Relevant Papers: 50 selected
Key Topics: debris-flow barriers, LandslideSegFormer, thaw slumps, SBAS-InSAR, mine-slope creep, urban flood susceptibility, seismic vulnerability, SAR anomaly detection, DEM reconstruction, tunnel and mining hazards
Focuses on time-dependent terrain state: pulsing landslide lakes, L-band alpine rock-slope monitoring, rainfall-functional landslide prediction, multi-temporal susceptibility, thaw-slump mapping, liquefaction recovery, and monitored tunnel and mining hazards.
Papers Analyzed: 1833 analyzed
Relevant Papers: 44 selected
Key Topics: landslide-lake ephemerality, alpine InSAR, rainfall time series, Nujiang landslides, retrogressive thaw slumps, dam-break debris, induced seismicity, tunnel and mining deformation, geospatial foundation models
Focuses on process-chain landslide science: debris-rich flood continua, probabilistic failure-time warning, earthquake-triggered mapping, landslide reactivation, glacier and slush-flow instability, and infrastructure deformation monitoring.
Papers Analyzed: 1787 analyzed
Relevant Papers: 44 selected
Key Topics: landslide-debris floods, failure-time prediction, earthquake-triggered landslides, reactivation mechanics, glacier collapse, slush flows, tunnel and railway deformation, rockburst monitoring
Focuses on slope-state estimation through slow-moving landslide tracking, susceptibility uncertainty, reservoir-slope reliability, rainfall displacement, paraglacial instability, debris-flow impacts, and remote-sensing observation.
Papers Analyzed: 1212 analyzed
Relevant Papers: 40 selected
Key Topics: slow-moving landslides, susceptibility uncertainty, reservoir reliability, rainfall displacement, paraglacial slopes, debris-flow mapping, tailings dams, InSAR and LiDAR
Recasts landslide hazard as coupled event evolution, linking post-seismic renewal, runout and debris-flow inundation, optical mapping, climate extremes, GNSS/InSAR monitoring, and infrastructure interaction.
Papers Analyzed: 2368 analyzed
Relevant Papers: 66 selected
Key Topics: post-seismic landslides, runout and debris flows, optical mapping, climate extremes, GNSS deformation, InSAR active landslides, atmospheric rivers, tunnel-landslide interaction
Centers on rock-ice avalanche rheology, Haiti fault creep, soil-rock mixture mechanics, granular-flow reconstruction, coastal and foundation scour, seismic isolation, SAR altimetry, and disaster recovery.
Papers Analyzed: 1040 analyzed
Relevant Papers: 48 selected
Key Topics: rock-ice avalanches, Haiti fault creep, soil-rock mixtures, granular flows, scour, seismic isolation, SAR altimetry, disaster recovery
Focuses on loess embankment instability, unstable rock-mass point clouds, rock-slope failures, landslide-driven drainage, reservoir seepage PINNs, Dingri InSAR, tunnel inrush, and urban flood cascades.
Papers Analyzed: 1072 analyzed
Relevant Papers: 54 selected
Key Topics: loess embankments, rock-mass point clouds, rock-slope failures, landslide drainage, seepage PINNs, Dingri InSAR, tunnel inrush, urban flood cascades
Emphasizes coastal landslide runout, tsunami databases, thaw-induced moraine deformation, optical-SAR floods, neural-operator urban flooding, snowmelt floods, Makran tsunamis, and tunnel collapse.
Papers Analyzed: 1770 analyzed
Relevant Papers: 70 selected
Key Topics: coastal landslide runout, tsunami databases, moraine deformation, optical-SAR floods, urban flood neural operators, snowmelt floods, Makran tsunamis, tunnel collapse
Connects large-landslide inventories, debris-flow super-resolution, rupture arrest, coseismic sediment connectivity, loess tunnel erosion, frozen red-clay slopes, liquefaction walls, and rockburst monitoring.
Papers Analyzed: 1733 analyzed
Relevant Papers: 67 selected
Key Topics: large landslides, debris-flow super-resolution, rupture arrest, coseismic sediment, loess tunnel erosion, frozen slopes, liquefaction walls, microseismic rockbursts
Highlights remote-sensing landslide mapping, liquefaction-induced embankment cracking, unsaturated-flow slope failure, induced seismicity, SAR flood mapping, flash drought, and atmospheric downscaling.
Papers Analyzed: 1697 analyzed
Relevant Papers: 67 selected
Key Topics: landslide mapping, liquefaction cracking, unsaturated slopes, induced seismicity, SAR floods, flash drought, extreme precipitation, atmospheric downscaling
Focuses on global flood-landslide exposure, physical rainfall-landslide prediction, probabilistic slope reliability, subaqueous slopes, liquefaction, suffusion, permafrost infrastructure, and coastal erosion.
Papers Analyzed: 2304 analyzed
Relevant Papers: 66 selected
Key Topics: flood-landslide exposure, rainfall prediction, slope reliability, subaqueous slopes, liquefaction, suffusion, permafrost infrastructure, coastal erosion
Brings together carbon-cycle hazard, drought-flood alternation, ice-debris complexes, sinkhole warning, liquefaction, land subsidence, PINN flood inference, and tunnel leakage disasters.
Papers Analyzed: 2340 analyzed
Relevant Papers: 88 selected
Key Topics: forest carbon reversal, drought-flood alternation, ice-debris complexes, sinkholes, liquefaction, land subsidence, PINN floods, tunnel leakage
Links peatland megafire carbon loss, AI-based gully erosion, proglacial change, frozen-soil hydrology, slope reliability, tunnel face collapse, earthquake impact, and InSAR deformation.
Papers Analyzed: 1257 analyzed
Relevant Papers: 65 selected
Key Topics: peatland megafire, gully erosion AI, proglacial change, frozen-soil hydrology, slope reliability, tunnel face collapse, earthquake impact, InSAR deformation
Centers on the Blatten rock-ice avalanche, tectonic rock damage, coastal aquifer salinization, rainfall landslides, DDA-SPH slope modelling, microseismic monitoring, and levee failure.
Papers Analyzed: 1260 analyzed
Relevant Papers: 63 selected
Key Topics: Blatten rock-ice avalanche, tectonic rock damage, coastal aquifers, rainfall landslides, DDA-SPH slopes, microseismic monitoring, debris-flow impacts, levee failure
Moves from permafrost stream chemistry and rockfall 3D monitoring to physics-informed flash-flood forecasting, paleoseismology, karst discharge, glacier ablation, and river morphology.
Papers Analyzed: 1855 analyzed
Relevant Papers: 61 selected
Key Topics: permafrost degradation, rockfall monitoring, flash-flood forecasting, paleoseismology, karst discharge, glacier ablation, river morphology, urban extraction
Highlights permafrost thaw mapping, Loess Plateau erosion records, karst landslide susceptibility, nonstationary shallow-landslide rainfall dependence, alpine THM slopes, and GLOF warnings.
Papers Analyzed: 1972 analyzed
Relevant Papers: 55 selected
Key Topics: permafrost thaw, Loess Plateau erosion, karst landslides, climate-conditioned shallow landslides, multi-source detection, alpine THM slopes, cyclone floods, GLOF warning
Combines rainfall-induced landslide projections, Baige and Huangtupo mechanism studies, rapid coseismic mapping, road-network prioritization, flash floods, seepage inversion, and rockburst support.
Papers Analyzed: 1965 analyzed
Relevant Papers: 50 selected
Key Topics: rainfall landslide projections, Baige landslide, Huangtupo landslide, coseismic mapping, road-network risk, flash floods, dam seepage, rockburst support
Frames landslide monitoring as a coupled time-series problem spanning slow-moving failures, reservoir toppling slopes, landslide dams, dendrochronology, digital twins, and rock-ice avalanches.
Papers Analyzed: 2013 analyzed
Relevant Papers: 50 selected
Key Topics: slow-moving monitoring, reservoir toppling slopes, landslide dams, dendrochronology, landslide mapping, slope digital twins, seismic slopes, rock-ice avalanches
Surveys cold-region mine-dump landslides, tension-crack reconstruction, geological-disaster losses, urban flooding, extreme precipitation, SAR foundation models, and freeze-thaw runoff.
Papers Analyzed: 1777 analyzed
Relevant Papers: 45 selected
Key Topics: mine-dump landslides, tension cracks, disaster losses, urban floods, extreme precipitation, SAR foundation models, freeze-thaw runoff, frozen soil-rock creep
Links rainfall-meltwater debris-flow initiation, freeze-thaw weakening, mixed rock-ice deposits, volcanic output, storm geophysics, deep-sea sediment strength, and remote-sensing VLMs.
Papers Analyzed: 1291 analyzed
Relevant Papers: 50 selected
Key Topics: debris-flow triggering, freeze-thaw fault gouge, rock-ice deposits, ice-filled fractures, Stromboli output, deep-sea sediment strength, storm geophysics, remote-sensing VLMs
Focuses on landslide seismic precursors, rock-avalanche to debris-flow transitions, SAR-derived active thickness, landslide-dam control, permafrost failures, and tsunami mitigation.
Papers Analyzed: 1300 analyzed
Relevant Papers: 50 selected
Key Topics: Blatten precursors, rock-avalanche debris flows, SAR landslide thickness, landslide-dam breaches, permafrost slopes, debris-flow velocity, volcano-tectonic unrest, tsunami mitigation
Connects transform-fault and carbonate-fault mechanics with post-mining deformation, landslide-wave run-up, rainfall-infiltration slope stability, and reservoir-bank hazards.
Papers Analyzed: 1885 analyzed
Relevant Papers: 50 selected
Key Topics: transform earthquakes, carbonate fault weakening, post-mining deformation, landslide waves, SBAS-InSAR validation, rainfall-infiltration slopes, pyroclastic monitoring, reservoir banks
Highlights landslide displacement prediction, creep mechanics, earthquake-triggered rock slopes, acoustic and GB-InSAR monitoring, rockfall fragmentation, sinkholes, and coastal subsidence.
Papers Analyzed: 1841 analyzed
Relevant Papers: 49 selected
Key Topics: displacement prediction, creep landslides, earthquake rock slopes, acoustic monitoring, GB-InSAR, rockfall fragmentation, sinkholes, coastal subsidence
Tracks deglaciating and reservoir-induced landslides alongside early warning, seismic corridor risk, rock-slope point clouds, flowslide barriers, and induced-seismicity hazards.
Papers Analyzed: 1925 analyzed
Relevant Papers: 53 selected
Key Topics: deglaciating landslides, reservoir InSAR, landslide early warning, seismic corridors, rock-slope point clouds, flowslide barriers, induced seismicity, earthquake-tsunami fragility
Centers on debris-flow forecasting, rainfall-induced landslide fragility, rockfall monitoring, landslide-tsunami timing, UAV scan-to-simulation, and flood or permafrost risk.
Papers Analyzed: 2672 analyzed
Relevant Papers: 62 selected
Key Topics: debris-flow forecasting, railway landslide fragility, GB-InSAR rockfall, landslide tsunamis, UAV simulation, liquefaction fragility, flood modelling, permafrost thaw
Emphasizes active-fault segmentation, L-band InSAR geohazard monitoring, debris-flow propagation, slow landslide mechanics, compound flooding, and response-oriented remote-sensing AI.
Papers Analyzed: 1933 analyzed
Relevant Papers: 54 selected
Key Topics: active faults, L-band InSAR, debris-flow propagation, slow landslides, compound flooding, tsunami evacuation, coastal dunes, remote-sensing AI
Focuses on earthquake-conditioned debris-flow chains, volcanic and tsunami hazards, urban flood susceptibility, and uncertainty-aware hydrologic and geotechnical infrastructure models.
Papers Analyzed: 1141 analyzed
Relevant Papers: 33 selected
Key Topics: earthquake-conditioned debris flows, landslide evolution, pyroclastic hazards, urban floods, tsunami propagation, tephra hazards, reservoir operations, tunnel cracking
This digest curates 42 selected papers and highlights deep-seated slope deformation, mountain-road landslide risk, leakage-induced slope failure, debris-flow rheology, rockfall laser scanning, InSAR subsidence, Sentinel-1 flood thresholds, flood susceptibility, mining-induced subsidence and fault reactivation, Bayesian flood-impact uncertainty, extreme precipitation attribution, windstorm risk, soil erosion, sediment entrainment, tunnel and underground-infrastructure monitoring. The strongest papers connect deformation monitoring, mechanics, operational thresholds, loss uncertainty, and physics-informed infrastructure models.
Papers Analyzed: 1132 analyzed
Relevant Papers: 42 selected
Key Topics: deep-seated slope deformation, mountain-road landslide risk, leakage-induced slope failure, debris-flow rheology, rockfall laser scanning, InSAR subsidence, Sentinel-1 flood thresholds, flood susceptibility, mining-induced subsidence and fault reactivation, Bayesian flood-impact uncertainty, extreme precipitation attribution, windstorm risk, soil erosion, sediment entrainment, tunnel and underground-infrastructure monitoring
This digest curates 51 selected papers and highlights large-deformation landslide modelling, rainfall-induced slope instability, landslide-dammed lakes, postfire debris-flow volume, glacial-lake outburst flood assessment, probabilistic flood mapping, InSAR mining subsidence, coastal change detection, liquefaction and tailings strength, offshore foundation reliability, tunnel instability, and hazard-history reconstruction. The strongest papers connect runout-scale geomechanics, hydrometeorological forcing, physics-constrained surrogates, and reliability-based engineering design.
Papers Analyzed: 1907 analyzed
Relevant Papers: 51 selected
Key Topics: large-deformation landslide modelling, rainfall-induced slope instability, landslide-dammed lakes, postfire debris-flow volume, glacial-lake outburst flood assessment, probabilistic flood mapping, InSAR mining subsidence, coastal change detection, liquefaction and tailings strength, offshore foundation reliability, tunnel instability, and hazard-history reconstruction
This digest curates 59 selected papers and highlights rainfall-induced landslides, extreme-rainfall debris flows, seismic rock-slope stability, InSAR denoising, creep-type landslides, ancient landslide reactivation, TRIGRS cluster landslides, glacial-lake monitoring, slow-slope seismic velocity, gully erosion, storm-surge dune erosion, historical earthquake evidence, and engineering geohazard monitoring. The strongest papers connect event-scale rainfall thresholds, physical slope mechanics, error-aware deformation monitoring, high-mountain sediment and water redistribution, and infrastructure-scale geohazard reliability.
Papers Analyzed: 1670 analyzed
Relevant Papers: 59 selected
Key Topics: rainfall-induced landslides, extreme-rainfall debris flows, seismic rock-slope stability, InSAR denoising, creep-type landslides, ancient landslide reactivation, TRIGRS cluster landslides, glacial-lake monitoring, slow-slope seismic velocity, gully erosion, storm-surge dune erosion, historical earthquake evidence, and engineering geohazard monitoring
This digest curates 63 selected papers and highlights earthquake nucleation, debris-flow susceptibility, rainfall-induced slope deformation, deep-seated slope deformation, shear-fluidized landslides, ground-fissure erosion, permafrost sediment export, glacial lake expansion, zero-shot disaster mapping, wildfire uncertainty, and underground infrastructure risk. The strongest papers connect mechanistic triggers, transferable remote-sensing methods, and service-continuity risks across earthquake, landslide, wildfire, cryosphere, tunnel, and disaster-response systems.
Papers Analyzed: 1528 analyzed
Relevant Papers: 63 selected
Key Topics: earthquake nucleation, debris-flow susceptibility, rainfall-induced slope deformation, deep-seated slope deformation, shear-fluidized landslides, ground-fissure erosion, permafrost sediment export, glacial lake expansion, zero-shot disaster mapping, wildfire uncertainty, and underground infrastructure risk
This digest curates 77 selected papers and highlights Typhoon-triggered clustered landslides, shallow earthquake rupture, earthquake-induced landslide mapping, rockfall road risk, rapid flood mapping, tsunami GNSS detection, Natech vulnerability, physics-constrained InSAR, and tunnel and subsurface multi-field hazards. The strongest papers connect event-scale deformation evidence, asset-specific exposure, rapid warning products, and physics-constrained GeoAI across landslide, flood, seismic, volcanic, wildfire, and underground infrastructure settings.
Papers Analyzed: 2085 analyzed
Relevant Papers: 77 selected
Key Topics: Typhoon-triggered clustered landslides, shallow earthquake rupture, earthquake-induced landslides, rockfall road risk, rapid flood mapping, tsunami GNSS detection, Natech vulnerability, physics-constrained InSAR, and tunnel/subsurface multi-field hazards
This digest curates 65 selected papers and highlights landslide cascade reconstruction, national InSAR unstable-area classification, loess landslide risk, seismic subsidence, soil erosion scenarios, rockburst mitigation, and GeoAI for damage and deformation mapping. The strongest papers connect a typhoon-triggered landslide-dam-outburst flood sequence, community-scale landslide exposure, return-period rainfall sensitivity, landslide-deposit hydrogeophysics, and coupled underground infrastructure risk.
Papers Analyzed: 1567 analyzed
Relevant Papers: 65 selected
Key Topics: landslide cascade reconstruction, national InSAR unstable-area classification, loess landslide risk, seismic subsidence, soil erosion scenarios, rockburst mitigation, and GeoAI for damage and deformation mapping
This digest curates 69 selected papers and highlights building-level flood vulnerability, LULC-driven landslide susceptibility, InSAR hydrogeodesy, dam-defect imaging, avalanche climate modelling, and coupled underground infrastructure risk. The strongest papers connect global flood vulnerability modelling, land-cover controls on landslide hazards, urban groundwater-recovery uplift, earth-filled dam defect reconstruction, emergency flood segmentation, and cold-region slope mechanics.
Papers Analyzed: 1233 analyzed
Relevant Papers: 69 selected
Key Topics: building-level flood vulnerability, LULC-driven landslide susceptibility, InSAR hydrogeodesy, dam-defect imaging, avalanche climate modelling, and coupled underground infrastructure risk
This digest curates 70 selected papers and highlights ecohydrological landslide prediction, diagnostic remote sensing, network risk modelling, and physics-constrained geotechnical AI. The strongest papers connect the Huangya Gully flash flood-debris flow chain, vegetation-aware landslide prediction, forest slope protection, PS-InSAR building risk, Afghanistan flood susceptibility, severe-weather nowcasting, and tunnel and subsurface engineering.
Papers Analyzed: 1272 analyzed
Relevant Papers: 70 selected
Key Topics: ecohydrological landslide prediction, diagnostic remote sensing, network risk modelling, and physics-constrained geotechnical AI
This digest curates 72 selected papers and highlights landslide cascade reconstruction, multi-trigger slope mechanics, uncertainty-aware hazard forecasting, and operational Earth observation. The strongest papers connect the Matai'an giant landslide, rainfall-conditioned seismic slope failure, arid mesa landslides, Typhoon Wipha road disruption, Nu River old-landslide geometry, high-frequency EO foundation models, and benchmarked mining-footprint monitoring.
Papers Analyzed: 1722 analyzed
Relevant Papers: 72 selected
Key Topics: landslide cascade reconstruction, multi-trigger slope mechanics, uncertainty-aware hazard forecasting, and operational Earth observation
This digest curates 70 selected papers and highlights probabilistic landslide warning, landslide seasonality, compound hydroclimate hazards, and explainable GeoAI. The strongest papers connect area-based debris-flow warning curves, U.S. landslide seasonality, weathering-controlled volcanic landslides, debris-avalanche seismic signatures, compound landslide hotspots, and physically aligned flood-mapping explanations.
Papers Analyzed: 1616 analyzed
Relevant Papers: 70 selected
Key Topics: probabilistic landslide warning, landslide seasonality, compound hydroclimate hazards, and explainable GeoAI
This digest curates 80 selected papers and highlights landslide mechanics, dynamic susceptibility, cascading geohazard modelling, and process-constrained AI. The strongest papers connect landslide drag theory, the Huangci reactivation, buried-ice debris-flow initiation, rock-avalanche bridge impacts, reservoir impulse waves, multi-sensor monitoring, and climate-aware landslide exposure.
Papers Analyzed: 1669 analyzed
Relevant Papers: 80 selected
Key Topics: landslide mechanics, dynamic susceptibility, cascading geohazard modelling, and process-constrained AI
This digest curates 70 selected papers and highlights soil-piping landslide initiation, InSAR/XAI slope monitoring, and surrogate geohazard modelling. The strongest papers connect reservoir and highway slope monitoring, full-field strain imaging, coupled slope-reliability modelling, landslide-tsunami surrogates, earthquake and flood datasets, and tunnel or pipeline response.
Papers Analyzed: 2135 analyzed
Relevant Papers: 70 selected
Key Topics: soil-piping landslide initiation, InSAR/XAI slope monitoring, and surrogate geohazard modelling
This digest now curates 66 selected papers and highlights reservoir-bank landslide InSAR, transferable landslide extraction, and constrained geohazard AI. The strongest papers connect mining geohazard monitoring, multimodal disaster change analysis, river and cold-region boundary shifts, tunnel failure mechanisms, and infrastructure recovery under flood or seismic loading.
Papers Analyzed: 1625 analyzed
Relevant Papers: 66 selected
Key Topics: reservoir-bank landslide InSAR, transferable landslide extraction, and constrained geohazard AI
This digest now curates 65 selected papers and highlights GLOF diagnostics, earthquake-landslide sediment pulses, and constrained geohazard monitoring. The strongest papers connect cryospheric storage and release, fault and tunnel boundary changes, InSAR and fiber-optic evidence quality, and exposure-aware infrastructure risk.
Papers Analyzed: 1381 analyzed
Relevant Papers: 65 selected
Key Topics: GLOF diagnostics, earthquake-landslide sediment pulses, and constrained geohazard monitoring
This digest now curates 66 selected and highlights physics-constrained landslide reactivation, post-fire debris-flow mitigation, and operational multi-hazard warning. The strongest papers connect post-seismic landslide risk, debris-flow treatment effectiveness, volcanic reservoir growth, storm-surge and flood forecasting, and tunnel or seismic boundary conditions to decision-relevant mechanisms.
Papers Analyzed: 1401 analyzed
Relevant Papers: 66 selected
Key Topics: post-seismic landslide reactivation, post-fire debris-flow mitigation, and operational multi-hazard warning
This digest now curates 80 selected and highlights dynamic slope-state mapping, flow mobility physics, and multi-hazard early warning. The strongest papers sharpen volume-enhanced granular-flow mobility, field debris-flow basal-slip measurement, dynamic InSAR landslide susceptibility, ground-fissure reactivation, and probabilistic flood and tsunami warning systems.
Papers Analyzed: 1823 analyzed
Relevant Papers: 80 selected
Key Topics: dynamic slope-state mapping, flow mobility physics, and multi-hazard early warning
This digest now curates 34 selected and highlights state-resolving failure diagnosis, thaw-sensitive infrastructure thresholds, and consequence-aware flood intelligence. The strongest papers sharpen landslide-chain uncertainty analysis, thaw-response monitoring, exposed coastal flood consequences, and deployable flood forecasting or control design.
Papers Analyzed: 1805 analyzed
Relevant Papers: 34 selected
Key Topics: state-resolving failure diagnosis, thaw-sensitive infrastructure thresholds, and consequence-aware flood intelligence
This digest now curates 32 selected and highlights threshold-controlled slope response, source-and-routing mechanics in debris flows, and state-sensitive liquefaction modelling. The strongest papers sharpen threshold-controlled slope response, drawdown-sensitive reservoir stability, debris-flow initiation mechanics, and material-state-aware liquefaction modelling.
Papers Analyzed: 1778 analyzed
Relevant Papers: 32 selected
Key Topics: threshold-controlled slope response, source-and-routing mechanics in debris flows, and state-sensitive liquefaction modelling
This digest now curates 50 selected and highlights process-conditioned slope dynamics, climate-amplified debris-flow cascades, and transferable landslide AI. The strongest papers sharpen climate-sensitive debris-flow hazard, landslide state diagnosis, GLOF and sediment-route amplification, and cross-domain landslide detection or forecasting workflows.
Papers Analyzed: 2430 analyzed
Relevant Papers: 50 selected
Key Topics: process-conditioned slope dynamics, climate-amplified debris-flow cascades, and transferable landslide AI
This digest now curates 38 selected and highlights state-aware landslide sensing, cascade-sensitive mountain hazard modelling, and transferable landslide AI. The strongest papers sharpen deformation-based landslide diagnosis, GLOF and debris-flow cascade mechanics, and cross-region landslide detection or susceptibility workflows.
Papers Analyzed: 1620 analyzed
Relevant Papers: 38 selected
Key Topics: state-aware landslide sensing, cascade-sensitive mountain hazard modelling, and transferable landslide AI
This digest now curates 22 selected and highlights scale-bridging landslide methods, hidden-state hazard variables, and explicit accounting of system-scale impacts. The strongest papers sharpen landslide detection, kinematic interpretation, sediment connectivity, rainfall-duration response, and system-scale hazard accounting.
Papers Analyzed: 1224 analyzed
Relevant Papers: 22 selected
Key Topics: scale-bridging landslide methods, hidden-state hazard variables, and explicit accounting of system-scale impacts
This digest now curates 30 selected and highlights landslide representation and cascade mechanics, geometry-aware water hazards, and transient fault-state inference. The strongest papers sharpen landslide deformation monitoring, physically constrained displacement prediction, cascade mechanics, dam-break flood validation, and coastal or seismic state representation.
Papers Analyzed: 1225 analyzed
Relevant Papers: 30 selected
Key Topics: landslide representation and cascade mechanics, geometry-aware water hazards, and transient fault-state inference
This digest now curates 35 selected and highlights hazard-state sensing for slopes, operational water-hazard monitoring and warning, and domain-aware geohazard intelligence. The strongest papers focus on hazard-state sensing for slopes, operational flood and coastal warning, earthquake and geohazard planning, and domain-aware geospatial intelligence.
Papers Analyzed: 1532 analyzed
Relevant Papers: 35 selected
Key Topics: hazard-state sensing for slopes, operational water-hazard monitoring and warning, and domain-aware geohazard intelligence
This digest now curates 42 selected and highlights consequence-aware landslide modelling, operational flood-risk variables, and knowledge-enhanced geohazard intelligence. The strongest papers reconstruct landslide cascades, dam formation, long runout, deposition prediction, and interpretable flood or drought decision variables without drifting into generic AI language.
Papers Analyzed: 1513 analyzed
Relevant Papers: 42 selected
Key Topics: consequence-aware landslide modelling, operational flood-risk variables, and knowledge-enhanced geohazard intelligence
This digest now curates 40 selected and highlights landslide deformation and susceptibility, operational flood routing and warning, and storage-aware drought management. The strongest papers center on event-scale landslide susceptibility, deformation diagnostics, source-zone mapping, landslide-dam breach routing, and operational flood and drought decision variables.
Papers Analyzed: 1494 analyzed
Relevant Papers: 40 selected
Key Topics: landslide deformation and susceptibility, operational flood routing and warning, and storage-aware drought management
This digest now curates 40 selected papers and highlights post-initiation hazard routing, time-aware landslide susceptibility, and process-explicit geotechnical monitoring. The expanded set strengthens the landslide core with InSAR- and LiDAR-based instability analysis, landslide-dam breach hydraulics, and explainable coseismic susceptibility alongside the 2025 Himalayan disaster reconstructions, seepage-conditioned slope instability, and adaptive flood routing papers.
Papers Analyzed: 1987 analyzed
Relevant Papers: 40 selected
Key Topics: post-initiation hazard routing, time-aware landslide susceptibility, and process-explicit geotechnical monitoring
This digest now curates 30 selected papers and highlights hazard routing, vegetation-mediated hydrology, and process-constrained geotechnical monitoring. The strongest papers resolve postfire debris-flow routing, fault-doublet kinematics in Türkiye, network burst localization, adaptive runoff-generation modes, and erosion, infiltration, and sediment-export controls across connected landscapes.
Papers Analyzed: 1444 analyzed
Relevant Papers: 30 selected
Key Topics: hazard routing, vegetation-mediated hydrology, and process-constrained geotechnical monitoring
This digest now curates 30 selected papers and highlights extreme rainfall and flood pathways, drought propagation, and physically constrained hazard monitoring. The strongest papers resolve terrain-triggered instability layers for extreme rainfall, out-of-season rogue floods, neighborhood-scale flood impacts, glacierized drought propagation, tropical vegetation droughts, and long-horizon coastal and cryospheric monitoring.
Papers Analyzed: 958 analyzed
Relevant Papers: 30 selected
Key Topics: extreme rainfall and flood pathways, drought propagation, and physically constrained hazard monitoring
This digest now curates 34 selected papers and highlights state-aware hazard observation, subsidence and seismic damage, and hydroclimatic storage dynamics. The strongest papers connect a stratigraphic control on retrogressive landslides with SAR-based subsidence tracking, SWOT ice-jam flood profiling, hourly wildfire growth, earthquake damage mapping, and cryosphere-water storage monitoring.
Papers Analyzed: 915 analyzed
Relevant Papers: 34 selected
Key Topics: state-aware hazard observation, subsidence and seismic damage, and hydroclimatic storage dynamics
This digest now curates 36 selected papers and highlights catastrophic landslide mechanics, operational hazard remote sensing, and physically constrained hydroclimatic forecasting. The revised set broadens beyond the first landslide core into super-resolution landslide recognition, mine-scale InSAR deformation, glacial-lake and river monitoring, wildfire susceptibility, soil-erosion change, and earthquake site-response papers that sharpen the day’s scientific arc.
Papers Analyzed: 1453 analyzed
Relevant Papers: 36 selected
Key Topics: catastrophic landslide mechanics, operational hazard remote sensing, and physically constrained hydroclimatic forecasting
This digest now curates 28 selected papers and highlights failure conditions, human-modified hazards, and state-aware hydroclimatic risk. Top-ranked studies focus on the socio-environmental controls that govern where landslide fatalities concentrate, contrasting landslide failure regimes in Great Britain, and segregation-controlled rock-ice avalanche mobility, while the expanded set broadens into groundwater, cryosphere, drought, subsidence, volcanic, and seismic hazard systems.
Papers Analyzed: 1049 analyzed
Relevant Papers: 28 selected
Key Topics: failure conditions, human-modified hazards, and state-aware hydroclimatic risk
This digest now curates 26 selected papers and highlights slope-failure transitions, landslide monitoring, and action-oriented hazard systems. Top-ranked studies span rainfall-triggered composite slope failure, national-scale co-seismic landslide assessment, post-failure deformation, reservoir-slope imaging, and a broader set of earthquake, flood, wildfire, drought, and volcanic hazard papers kept at standard TerraMosaic density.
Papers Analyzed: 1018 analyzed
Relevant Papers: 26 selected
Key Topics: slope-failure transitions, landslide monitoring, and action-oriented hazard systems
This digest curates 19 selected papers and highlights probabilistic slope stability, loess-state imaging, seepage-field reconstruction, and transferable geohazard methods. Top-ranked studies cover CNN-accelerated 3D slope reliability, geostatistical resistivity mapping of loess moisture, and additional method papers that extend the set into fault-aware seepage inversion and resistivity modelling over complex topography.
Papers Analyzed: 1186 analyzed
Relevant Papers: 19 selected
Key Topics: probabilistic slope stability, loess-state imaging, and transferable geohazard methods
This digest now curates 22 selected papers and highlights cascading GLOFs, slope-failure diagnostics, loess-slope monitoring, and transferable geohazard methods. Top-ranked studies span the Tibet-Nepal GLOF cascade, the Junlian long-runout debris avalanche, submarine landslide shear-band localization, while additional method papers extend the set into seismic phase picking and large-deformation hazard simulation.
Papers Analyzed: 772 analyzed
Relevant Papers: 22 selected
Key Topics: cascading GLOFs, slope-failure diagnostics, and transferable geohazard methods
This digest curates 21 selected papers and highlights fiber-optic hazard sensing, mechanism-preserving seismic analysis, and consequence-aware climate extremes. Top-ranked studies cover induced fault slip under oscillating pore pressure, DAS-based seismic-basin imaging and tsunami detection, and forecast-informed flood operations for major reservoirs.
Papers Analyzed: 376 analyzed
Relevant Papers: 21 selected
Key Topics: fiber-optic hazard sensing, mechanism-preserving seismic analysis, and consequence-aware climate extremes
This digest curates 26 selected papers and highlights catastrophic slope escalation, climate-intensified flood extremes, and consequence-aware hazard systems. Top-ranked studies cover the Baima rock-avalanche threat, multi-sensor deformation tracking at Baige, life-loss vulnerability in wood-frame buildings, and regional debris-flow and flood-risk frameworks.
Papers Analyzed: 351 analyzed
Relevant Papers: 26 selected
Key Topics: catastrophic slope escalation, climate-intensified flood extremes, and consequence-aware hazard systems
This digest curates 28 selected papers and highlights mechanism-aware slope diagnosis, physical flood modeling, and cold-region ground instability. Top-ranked studies cover Holocene normal faulting, single-SAR landslide mapping, seismic-wave risks to Himalayan glacial lakes, and threshold-aware links among observation, modeling, and hazard screening.
Papers Analyzed: 751 analyzed
Relevant Papers: 28 selected
Key Topics: mechanism-aware slope diagnosis, physical flood modeling, and cold-region ground instability
This digest curates 57 selected papers and highlights state-aware landslide diagnostics, cascade cryosphere-flood hazards, and infrastructure-scale geotechnical risk. Top-ranked studies cover the Blatten ice-rock avalanche, deepening landslide reactivation, lidar-based strain localization, and mechanism-aware links among deformation state, cascade initiation, and downstream consequence.
Papers Analyzed: 866 analyzed
Relevant Papers: 57 selected
Key Topics: state-aware landslide diagnostics, cascade cryosphere-flood hazards, and infrastructure-scale geotechnical risk
This digest curates 42 selected papers and highlights rainfall-aware landslide forecasting, geotechnical threshold detection, and multi-hazard resilience planning. Top-ranked studies cover Kalman-filter reconstruction of slow-moving landslides, time-sequence transformer forecasting, wetting-induced loess failure, and decision-facing links among instability, infrastructure, and recovery.
Papers Analyzed: 1694 analyzed
Relevant Papers: 42 selected
Key Topics: rainfall-aware landslide forecasting, geotechnical threshold detection, and multi-hazard resilience planning
This digest curates 49 selected papers and highlights coupled slope hydrology, post-failure landslide dynamics, and operational susceptibility workflows. Top-ranked studies cover cross-domain coseismic landslide segmentation, graph-neural surrogates for runout simulation, and mechanism-aware links among runoff, seepage, deformation, infrastructure loading, and resilience planning.
Papers Analyzed: 2011 analyzed
Relevant Papers: 49 selected
Key Topics: coupled slope hydrology, post-failure landslide dynamics, and operational susceptibility workflows
This digest curates 30 selected papers and highlights landslide transfer chains, dynamic susceptibility modelling, and coupled engineering geohazards. Top-ranked studies cover DEM-aware transformer detection along the Sichuan-Tibet corridor, sediment-transfer links between landslide decay and debris-flow activity, and mechanism-aware models for tunnels, liquefiable soils, and multi-hazard exposure.
Papers Analyzed: 1518 analyzed
Relevant Papers: 30 selected
Key Topics: landslide transfer chains, dynamic susceptibility modelling, and coupled engineering geohazards
This digest curates 18 selected papers and highlights evolving tunnel instability, material-specific liquefaction, and mechanism-first hazard sensing. Top-ranked studies cover coseismic landslide detection, blast-induced tunnel fracturing, groundwater-recovery-driven uplift, and state-sensitive monitoring across soils, slopes, and underground infrastructure.
Papers Analyzed: 546 analyzed
Relevant Papers: 18 selected
Key Topics: evolving tunnel instability, material-specific liquefaction, and mechanism-first hazard sensing
This digest curates 24 selected papers and highlights crack-resolved landslide diagnosis, evolving underground hazards, and process-based erosion control. Top-ranked studies cover surface-crack evolution during landslide development, static liquefaction in decomposed-granite fill slopes, and mechanism-aware monitoring and mitigation across tunnels, erosion systems, and seismic hazards.
Papers Analyzed: 554 analyzed
Relevant Papers: 24 selected
Key Topics: crack-resolved landslide diagnosis, evolving underground hazards, and process-based erosion control
This digest curates 41 selected papers and highlights state-sensitive slope failure, hazard-calibrated observation, and coupled seismic geotechnics. Featured studies emphasize state-dependent instability, hazard-specific monitoring systems, and mechanism-aware models for liquefaction, tunnel response, and climate-linked hazard translation.
Papers Analyzed: 1033 analyzed
Relevant Papers: 41 selected
Key Topics: state-sensitive slope failure, hazard-calibrated observation, and coupled seismic geotechnics
This digest curates 39 selected papers and highlights cascading slope systems, state-aware monitoring, and uncertainty-aware geotechnics. Top-ranked studies cover Holocene subaqueous landslide dynamics in Sweden, post-Wenchuan geo-hazard risk accumulation in the Min River Basin, and the stability evolution of ancient landslides blocked by glacial lakes.
Papers Analyzed: 882 analyzed
Relevant Papers: 39 selected
Key Topics: cascading slope systems, state-aware monitoring, and uncertainty-aware geotechnics
This digest curates 30 selected papers and highlights active-state slope diagnosis, probabilistic underground geotechnics, and impact-aware hazard intelligence. Top-ranked studies cover freeze-thaw-driven landslide activity in the Qilian permafrost region, probabilistic embankment seepage and stability under water-level fluctuations, and interpretable flood, tsunami, wildfire, and earthquake impact forecasting.
Papers Analyzed: 873 analyzed
Relevant Papers: 30 selected
Key Topics: active-state slope diagnosis, probabilistic underground geotechnics, and impact-aware hazard intelligence
This digest curates 14 selected papers and highlights threshold-aware hazard modelling, hydraulic connectivity, and physically interpretable monitoring. Top-ranked studies cover physically based rainfall thresholds for shallow-landslide warning systems, probabilistic levee risk under heterogeneous soils, and karst-coupled tunnel responses under near-fault ground motions.
Papers Analyzed: 1085 analyzed
Relevant Papers: 14 selected
Key Topics: threshold-aware hazard modelling, hydraulic connectivity, and physically interpretable monitoring
This digest curates 30 selected papers and highlights progressive slope failure, chain-hazard propagation, and hydrologically structured risk modelling. Top-ranked studies cover the 2025 Jinpingcun landslide, deep-learning susceptibility mapping in the Sichuan-Tibet transportation corridor, and joint-controlled rock slope failures in Nepal.
Papers Analyzed: 495 analyzed
Relevant Papers: 30 selected
Key Topics: progressive slope failure, chain-hazard propagation, and hydrologically structured risk modelling
This digest curates 40 selected papers and highlights latent-state hazard monitoring, hydro-mechanical underground instability, and mechanics-aware hydrological modelling. Top-ranked studies cover machine-learning classification of landslide microseismicity, mineralogical controls on residual shear strength in Mid-Nepal landslide soils, and climate-impacted earth-slope reliability analysis under spatially variable conditions.
Papers Analyzed: 951 analyzed
Relevant Papers: 40 selected
Key Topics: latent-state hazard monitoring, hydro-mechanical underground instability, and mechanics-aware hydrological modelling
This digest curates 40 selected papers and highlights landslide state transitions, hydro-mechanical underground instability, and physically constrained hydrological forecasting. Top-ranked studies cover the 2025 Dingqing frost-heave landslide, the November 2023 Tuscany shallow-landslide event, and online probabilistic failure-time forecasting for landslide acceleration.
Papers Analyzed: 904 analyzed
Relevant Papers: 40 selected
Key Topics: landslide state transitions, hydro-mechanical underground instability, and physically constrained hydrological forecasting
This digest curates 47 selected papers and highlights slope-hazard early warning, hydro-mechanical underground stability, and physics-constrained flood forecasting. Top-ranked studies cover high-resolution debris-flow reconstruction in the Western Ghats, path-dependent rock-slope early-warning assessment, and staged geological reconstruction of a multi-slide bedding landslide in the Three Gorges Reservoir area.
Papers Analyzed: 1391 analyzed
Relevant Papers: 47 selected
Key Topics: slope-hazard early warning, hydro-mechanical underground stability, and physics-constrained flood forecasting
This digest curates 49 selected papers and highlights transfer-learning landslide mapping, trustworthy geohazard AI, and compound hazard-chain modelling. Top-ranked studies cover long-term monitoring of the Jiangdingya landslides, cross-region transfer learning for landslide detection, and granular-fluid flow experiments that clarify inertial and viscous resistance controls.
Papers Analyzed: 1274 analyzed
Relevant Papers: 49 selected
Key Topics: transfer-learning landslide mapping, trustworthy geohazard AI, and compound hazard-chain modelling
This digest curates 35 selected papers and highlights cascade-aware hazard dynamics, structure-conditioned susceptibility mapping, and process-specific mitigation design. Top-ranked studies cover moraine landslide-triggered GLOF dynamics, the 2025 Gyirong outburst flood to debris-flow cascade, and coseismic landslide susceptibility modelling for the 2022 Luding earthquake.
Papers Analyzed: 1336 analyzed
Relevant Papers: 35 selected
Key Topics: cascade-aware hazard dynamics, structure-conditioned susceptibility mapping, and process-specific mitigation design
This digest curates 23 selected papers and highlights subsurface failure controls, operational hazard sensing, and infrastructure-aware geohazard assessment. Top-ranked studies cover the climate warming-driven Blatten ice-rock avalanche, hydrological subsurface controls on rainfall-induced shallow landslides in Japan, and integrated debris-flow hazard assessment in Brazil's critical infrastructure corridors.
Papers Analyzed: 2013 analyzed
Relevant Papers: 23 selected
Key Topics: subsurface failure controls, operational hazard sensing, and infrastructure-aware geohazard assessment
This digest curates 22 selected papers and highlights quality-driven landslide intelligence, coupled forcing scenarios, and operational hazard sensing. Top-ranked studies cover slow-moving landslide detection in Glacier Bay, coupled hydrological-seismic forecasting for a critical reservoir slope, and hybrid landslide susceptibility mapping that improves both predictive skill and interpretability.
Papers Analyzed: 1084 analyzed
Relevant Papers: 22 selected
Key Topics: quality-driven landslide intelligence, coupled forcing scenarios, and operational hazard sensing
This digest curates 22 selected papers and highlights state-dependent instability, cryosphere-ground hazards, and physics-aware monitoring. Top-ranked studies cover thermokarst-lake impacts on permafrost embankments, the hypermobility of the Basu rock avalanche, and physically constrained runout analysis for submarine landslides.
Papers Analyzed: 641 analyzed
Relevant Papers: 22 selected
Key Topics: state-dependent instability, cryosphere-ground hazards, and physics-aware monitoring
This digest curates 22 selected papers and highlights slope-channel hazard cascades, observation-driven geohazard measurement, and cold-region infrastructure resilience. Top-ranked studies cover rainfall-induced sediment cascades in Himachal Pradesh, recurrent landslide-dam monitoring in Taiwan, and 3D LiDAR measurement of debris-flow peak discharge and volume.
Papers Analyzed: 636 analyzed
Relevant Papers: 22 selected
Key Topics: slope-channel hazard cascades, observation-driven geohazard measurement, and cold-region infrastructure resilience
This digest curates 35 selected papers and highlights rainfall-triggered slope mechanics, moisture-aware hazard intelligence, and multi-hazard geotechnical resilience. Top-ranked studies cover data-physics hazard zoning for rainfall-induced landslides, rapid InSAR-TLS reconstruction of the 2025 Junlian landslide, and centrifuge-tested protection barriers for flow-like landslides.
Papers Analyzed: 1054 analyzed
Relevant Papers: 35 selected
Key Topics: rainfall-triggered slope mechanics, moisture-aware hazard intelligence, and multi-hazard geotechnical resilience
This digest curates 35 selected papers and highlights process-resolving geohazard inference, sparse-observation hydrology, and operational Earth observation methods. Top-ranked studies cover multiscale monitoring of urban slope instability, entropy-based diagnosis of colluvial landslide evolution, and multi-intensity earthquake-induced landslide hazard analysis.
Papers Analyzed: 975 analyzed
Relevant Papers: 35 selected
Key Topics: process-resolving geohazard inference, sparse-observation hydrology, and operational Earth observation methods
This digest curates 55 selected papers and highlights loess failure physics, operational hydroclimatic forecasting, and hazard-ready Earth observation. Top-ranked studies cover sewage-driven loess collapse mechanisms, rainfall-conditioned pile-reinforced slope analysis, and adaptation-aware coastal forecasting workflows built for operational use.
Papers Analyzed: 1014 analyzed
Relevant Papers: 55 selected
Key Topics: loess failure physics, operational hydroclimatic forecasting, and hazard-ready Earth observation
This digest curates 84 selected papers and highlights cascading slope hazards, operational flood intelligence, and physically anchored Earth observation models. Top-ranked studies cover multistage debris-flow check dam design for tailings-dam failure, fused Newmark multi-event landslide hazard assessment, and community-to-reservoir flood forecasting workflows built for operational decisions.
Papers Analyzed: 1582 analyzed
Relevant Papers: 84 selected
Key Topics: cascading slope hazards, operational flood intelligence, and physically anchored Earth observation models
This digest curates 73 selected papers and highlights interpretable landslide and subsidence prediction, coastal groundwater-state diagnosis, and resilience design under chronic forcing. Top-ranked studies cover Kerala monsoon susceptibility mapping, groundwater-management scenarios for mitigating land subsidence, and multimodal flood forecasting across coupled urban-coastal systems.
Papers Analyzed: 981 analyzed
Relevant Papers: 73 selected
Key Topics: interpretable landslide prediction, coastal groundwater-state diagnosis, and resilience design under chronic forcing
This digest curates 90 selected papers and highlights hydrodynamic boundary effects in landslide floods and dam formation, observation-model coupling from SWOT, ERT, and DInSAR, and mechanism-specific resilience engineering for liquefaction, flood adaptation, and infrastructure response. Top-ranked studies cover Chilcotin River landslide-induced flooding, reservoir-conditioned landslide-dam formation, and coupled source dynamics at Anak Krakatau.
Papers Analyzed: 500 analyzed
Relevant Papers: 90 selected
Key Topics: hydrodynamic boundary effects, observation-model coupling, and mechanism-specific resilience engineering
This digest curates 75 selected papers and highlights progressive failure in structurally controlled slopes, driver-decoupled forecasting of cascading debris-flow hazards, and observation-constrained mitigation using GNSS-IR, LiDAR, and InSAR. Top-ranked studies cover bedding- and fracture-governed instability, post-earthquake river-blocking debris-flow prediction, and mechanism-specific support and vegetation design for hazard reduction.
Papers Analyzed: 517 analyzed
Relevant Papers: 75 selected
Key Topics: progressive failure mechanics, driver-decoupled cascading hazards, and observation-constrained mitigation
This digest curates 174 selected papers and highlights slip-surface-scale landslide mechanics, trigger-specific debris-flow modelling, and remote-sensing-constrained hazard inference. Top-ranked studies cover reactivation of stepwise-deepening landslides, residual-strength prediction for old loess landslides, and coupled debris-flow and coastal risk analyses under climatic and tectonic forcing.
Papers Analyzed: 994 analyzed
Relevant Papers: 174 selected
Key Topics: progressive failure mechanics, pathway-specific trigger attribution, and asset-scale risk translation
This digest curates 191 selected papers and highlights process-resolved multi-hazard dynamics, mechanism-explicit mobility modelling, and measurement-to-model integration using TLS/UAV-derived structure diagnostics. Top-ranked studies cover hydro-geomorphological flood disaster analysis, Himalayan glacial-lake hazard assessment, and coupled landslide–surge wave simulation for infrastructure safety.
Papers Analyzed: 1061 analyzed
Relevant Papers: 191 selected
Key Topics: material-conditioned failure mechanics, sensor-to-simulation workflows, and implementation-oriented risk mitigation
This digest curates 184 selected papers and highlights integrated GNSS-seismic-hydrologic slope acceleration diagnostics, substrate-controlled rock-avalanche emplacement, and uncertainty-aware slope reliability updating. Top-ranked studies cover Etna flank deformation modeling, landslide-surge interaction with concrete dams, and climate-conditioned adaptation workflows for floods, avalanches, and drought transitions.
Papers Analyzed: 1094 analyzed
Relevant Papers: 184 selected
Key Topics: multi-sensor trigger diagnostics, cascading hazard-chain modelling, and probabilistic geohazard decision workflows
This digest curates 399 selected papers and highlights physics-based seismic hazard forecasting with model-adequacy scoring, reproducible real-time volcanic eruption forecasting, and TRIGRSMap spatiotemporal landslide susceptibility mapping with heterogeneous soil representation. Top-ranked studies also include UAV/LiDAR tensor-strain localization and regional-scale risk management for landslide-prone urban heritage areas.
Papers Analyzed: 1888 analyzed
Relevant Papers: 399 selected
Key Topics: uncertainty-aware forecasting, kinematics-resolved monitoring, and probabilistic geohazard risk workflows
This digest curates 140 selected papers and highlights multiscale rainfall-induced landslide displacement forecasting, field-to-numerical reconstruction of the Wangdalong landslide dam, and long-horizon glacial lake renewal monitoring. Top-ranked studies cover seismic-infrasonic debris-flow source diagnostics, facility-scale flood hazard mapping for wastewater treatment plants, and ANN-enabled tunnel failure prediction in heterogeneous clay.
Papers Analyzed: 910 analyzed
Relevant Papers: 140 selected
Key Topics: trigger-aware displacement forecasting, multi-sensor hazard diagnostics, and infrastructure-scale risk quantification
This digest curates 32 selected papers and highlights uncertainty-explicit landslide forecasting, 3D stochastic slope-failure modelling, and satellite-enabled cryosphere hazard monitoring. Top-ranked studies cover Transformer-based rainfall sequence integration for landslide probability, SWOT lake-level monitoring for GLOF detection, and injection-volume controls on induced seismicity rates.
Papers Analyzed: 479 analyzed
Relevant Papers: 32 selected
Key Topics: process-aware hazard intelligence, probabilistic geotechnical modelling, and physics-constrained monitoring workflows
This digest curates 78 selected papers and highlights uncertainty-explicit hazard forecasting, fault-structure-aware landslide susceptibility analysis, and engineering-focused probabilistic risk design. Top-ranked studies cover rapid ensemble tsunami forecasting, hydro-geomorphic landslide-flash-flood failure chains, and MT-InSAR-enhanced transmission-corridor susceptibility optimization.
Papers Analyzed: 524 analyzed
Relevant Papers: 78 selected
Key Topics: uncertainty-aware early warning, structure-coupled slope hazard diagnostics, and deployable geotechnical risk controls
This digest curates 185 selected papers and highlights coupled process-to-impact geohazard analytics, multifactor InSAR deformation attribution, and physics-constrained precipitation nowcasting. Top-ranked studies cover reservoir-rainfall landslide deformation diagnostics, seismic structure-informed hazard interpretation, and tsunami wavefield mapping from SWOT observations.
Papers Analyzed: 1030 analyzed
Relevant Papers: 185 selected
Key Topics: hydro-mechanical slope coupling, operational multi-hazard monitoring, and uncertainty-aware hazard intelligence
This digest curates 176 selected papers and highlights seismo-geotechnical coupling, structure-aware landslide susceptibility assessment, and decision-oriented flood vulnerability analytics. Top-ranked studies cover earthquake magnitude classification, fault-coupled paleo-landslide evolution, and co-seismic tailings instability mechanisms.
Papers Analyzed: 1034 analyzed
Relevant Papers: 176 selected
Key Topics: seismic-hydrologic process coupling, operational flood-risk intelligence, and uncertainty-aware hazard modelling
This digest curates 168 selected papers and highlights rainfall-displacement early warning design, multi-orbit InSAR slope diagnostics, and infrastructure-facing hazard intelligence. Top-ranked studies cover kinematic-feature landslide warning models, large-scale debris-flow process simulation, and dynamic urban flood-risk hotspot mapping.
Papers Analyzed: 1058 analyzed
Relevant Papers: 168 selected
Key Topics: process-resolved landslide monitoring, scalable hazard modelling, and flood disruption recovery analytics
This digest curates 251 selected papers and highlights mechanism-aware hazard intelligence, precursor-rich landslide diagnostics, and control-oriented flood and seismic risk workflows. Top-ranked studies cover impulse-wave bank stress evolution, InSAR signal-based early warning, and multi-parameter seismic metrics for avalanche detection.
Papers Analyzed: 1413 analyzed
Relevant Papers: 251 selected
Key Topics: multi-signal precursor diagnostics, flood reanalysis and operations, and probabilistic hazard-to-impact assessment
This digest curates 126 selected papers and highlights mechanism-guided displacement forecasting, repeated-earthquake slope damage evolution, and observation-rich hazard intelligence workflows. Top-ranked studies cover physics-informed landslide prediction, seismic progressive-failure reconstruction, and multi-sensor terrain monitoring translated into operational risk metrics.
Papers Analyzed: 938 analyzed
Relevant Papers: 126 selected
Key Topics: mechanism-informed forecasting, multi-sensor monitoring pipelines, and reliability-aware infrastructure risk analysis
This digest curates 54 selected papers and highlights 3D basin-controlled seismic response, bi-hazard railway risk optimization, and liquefaction-focused tunnel mitigation. Top-ranked studies cover Merapi flank instability modeling, flood hazard evolution under long-term land-use change, and basin-scale liquefaction response analysis.
Papers Analyzed: 550 analyzed
Relevant Papers: 54 selected
Key Topics: coupled seismic-landslide risk design, 3D basin and liquefaction dynamics, and SWOT-enabled hydroclimate monitoring
This digest curates 81 selected papers and highlights uncertainty-aware susceptibility mapping, small-sample debris-flow assessment, and liquefaction/site-response advances translated into operational risk metrics. Top-ranked studies cover ensemble deep learning with road vulnerability indexing, probabilistic regional mapping with reliability updating, and SMOTE-assisted debris-flow susceptibility modeling.
Papers Analyzed: 597 analyzed
Relevant Papers: 81 selected
Key Topics: uncertainty-aware susceptibility mapping, small-sample debris-flow modeling, liquefaction/site effects, and multi-source hazard monitoring
This digest synthesizes 165 selected papers and highlights quantified seismic and cryosphere precursors, disturbance-and-rainfall slope failure mechanisms, and robust multi-sensor monitoring workflows. Top-ranked studies examine quiescence-to-activation patterns before the 2025 Mw 8.8 Kamchatka event, unilateral rupture reconstruction with tsunami constraints, and explainable diffusion-augmented susceptibility mapping.
Papers Analyzed: 918 analyzed
Relevant Papers: 165 selected
Key Topics: quantified precursors, explainable generative susceptibility mapping, decorrelation-tolerant monitoring, and hydro-mechanical failure progression
This digest synthesizes 147 selected papers and highlights uncertainty-aware rainfall triggering, near-real-time deformation monitoring, and coupled sediment-fluid cascade modeling. Top-ranked studies examine hybrid susceptibility mapping in the Sikkim Himalaya, paleoseismic hazard inference from tephra seismites, and open-source SPH simulation of the 2017 Kotrupi debris flow.
Papers Analyzed: 899 analyzed
Relevant Papers: 147 selected
Key Topics: uncertainty-aware triggering, continuous deformation time series, coupled cascade dynamics, and infrastructure-facing geotechnics
This digest synthesizes 158 selected papers and highlights event-scale debris-flow and flash-flood reconstruction, structure-aware monitoring that resolves subsurface failure controls, and uncertainty-aware warning validation. Top-ranked studies examine the 2023 Xi'an debris flow, mixed-source surface-wave imaging of deep-seated landslide structure, and integrated SBAS-InSAR plus deep segmentation workflows for hazard detection.
Papers Analyzed: 921 analyzed
Relevant Papers: 158 selected
Key Topics: forensic event reconstruction, mechanism-resolving monitoring, hybrid physics-data modelling, and impact-based early warning under uncertainty
This digest synthesizes 240 selected papers and highlights the shift from hazard mapping to forecasting, evidence-grounded multimodal crisis intelligence, and physics-informed simulation workflows. Top-ranked studies examine slope-unit InSAR displacement prediction, instability and collapse-range forecasting during open-pit to underground transitions, and decadal post-disaster mass-movement evolution in a Himalayan catchment.
Papers Analyzed: 1312 analyzed
Relevant Papers: 240 selected
Key Topics: forecast-oriented deformation monitoring, multimodal impact assessment, hybrid physics-AI hazard simulation, and climate-linked slope instability
This digest synthesizes 150 selected papers and focuses on integrated hazard-intelligence pipelines, mechanism-constrained AI/ML modeling, and uncertainty-aware warning and decision workflows. Top-ranked studies examine critical rainfall thresholds for clustered landslides, seismic failure evolution in anti-dip rock slopes with weak interlayers, and broad co-seismic displacement impacts from deep earthquakes.
Papers Analyzed: 950 analyzed
Relevant Papers: 150 selected
Key Topics: integrated sensing-to-decision hazard systems, multi-modal remote sensing fusion, and probabilistic/cascading risk analytics for early warning and resilience planning
This digest synthesizes 71 selected papers and focuses on soil-water instability mechanisms, coastal/offshore porous-media hazard mechanics, and interpretable cascading infrastructure-risk analytics. Top-ranked studies examine intergranular-state controls on internal erosion, magnetotelluric imaging beneath Sabancaya Volcano, and Sentinel-1 InSAR coastal vertical land motion exposure across India.
Papers Analyzed: 631 analyzed
Relevant Papers: 71 selected
Key Topics: soil-water instability mechanisms, coastal/offshore porous-media hazards, interpretable cascading-risk and exposure monitoring workflows
This digest synthesizes 179 selected papers and focuses on hydro-mechanical rainfall-triggered failure mechanisms, multi-sensor landslide event reconstruction, and robust susceptibility and monitoring workflows. Top-ranked studies examine clustered rainfall-triggered landslides in Fujian, seismic reconstruction of the 2025 Junlian landslide, and DBSCAN-based non-landslide sampling for susceptibility mapping.
Papers Analyzed: 750 analyzed
Relevant Papers: 179 selected
Key Topics: hydro-mechanical failure processes, multi-sensor event reconstruction, and debiased susceptibility plus operational monitoring/mitigation workflows
This digest synthesizes 230 selected papers and focuses on AI/ML plus multi-sensor remote-sensing workflows, physics-informed and hybrid hazard modeling, and climate-resilient infrastructure decision support. Top-ranked studies examine post-wildfire mudflow onset prediction, differentiable GNN back-analysis of liquefaction residual strength, and seismic source dynamics in fault systems.
Papers Analyzed: 1129 analyzed
Relevant Papers: 230 selected
Key Topics: AI/ML plus multi-sensor remote sensing, physics-informed and hybrid hazard modeling, climate adaptation and resilient infrastructure decision support
This digest synthesizes 198 selected papers and focuses on AI/ML-driven geohazard intelligence, integrated multi-sensor and multi-physics monitoring, and climate-resilient infrastructure adaptation. Top-ranked studies examine earthquake occurrence stochasticity, fair multi-hazard retrofit allocation, and machine-learning seismic characterization of lahars.
Papers Analyzed: 1024 analyzed
Relevant Papers: 198 selected
Key Topics: AI/ML geohazard intelligence, multi-sensor multi-physics monitoring, climate-resilient infrastructure and adaptation
This digest synthesizes 179 selected papers and focuses on explainable AI-driven geohazard intelligence, integrated multi-source monitoring and spatiotemporal analysis, and advanced multi-physics hazard modeling. Top-ranked studies examine submarine landslide pipeline impacts, TS-InSAR plus machine-learning subsidence analysis, and deep-learning landslide detection improvements.
Papers Analyzed: 1045 analyzed
Relevant Papers: 179 selected
Key Topics: explainable AI and foundation-model geohazard workflows, integrated multi-source monitoring, and multi-physics hazard process modeling
This digest synthesizes 281 selected papers and focuses on landslide process mechanics and slope evolution, high-resolution remote-sensing monitoring workflows, infrastructure-focused hazard performance. Top-ranked studies examine satellite and LiDAR-based deformation monitoring, flood generation and hydroclimatic forcing, and operational early-warning thresholding.
Papers Analyzed: 1566 analyzed
Relevant Papers: 281 selected
Key Topics: landslide process mechanics and slope evolution, high-resolution remote-sensing monitoring workflows, infrastructure-focused hazard performance
This digest synthesizes 128 selected papers and focuses on flood generation, routing, and hydroclimatic forcing, seismic source-to-ground response pathways, high-resolution remote-sensing monitoring workflows. Top-ranked studies examine earthquake-triggered slope response and liquefaction, risk, fragility, and resilience assessment, and coastal and submarine hazard coupling.
Papers Analyzed: 1013 analyzed
Relevant Papers: 128 selected
Key Topics: flood generation, routing, and hydroclimatic forcing, seismic source-to-ground response pathways, high-resolution remote-sensing monitoring workflows
This digest synthesizes 43 selected papers and focuses on groundwater and subsurface hydrogeologic hazards, landslide process mechanics and slope evolution, wildfire hazard dynamics and adaptation. Top-ranked studies examine risk, fragility, and resilience assessment, wildfire hazard and adaptation, and groundwater and subsurface hydrogeologic hazards.
Papers Analyzed: 574 analyzed
Relevant Papers: 43 selected
Key Topics: groundwater and subsurface hydrogeologic hazards, landslide process mechanics and slope evolution, wildfire hazard dynamics and adaptation
This digest synthesizes 74 selected papers and focuses on landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing, coastal and submarine hydro-geomechanics. Top-ranked studies examine mass-movement initiation and runout dynamics, earthquake-triggered slope response and liquefaction, and flood generation and hydroclimatic forcing.
Papers Analyzed: 567 analyzed
Relevant Papers: 74 selected
Key Topics: landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing, coastal and submarine hydro-geomechanics
This digest synthesizes 217 selected papers and focuses on landslide process mechanics and slope evolution, freeze-thaw and cryosphere-driven instability, flood generation, routing, and hydroclimatic forcing. Top-ranked studies examine risk, fragility, and resilience assessment, cryosphere-driven slope and infrastructure instability, and infrastructure performance under multi-hazard stress.
Papers Analyzed: 1166 analyzed
Relevant Papers: 217 selected
Key Topics: landslide process mechanics and slope evolution, freeze-thaw and cryosphere-driven instability, flood generation, routing, and hydroclimatic forcing
This digest synthesizes 226 selected papers and focuses on flood generation, routing, and hydroclimatic forcing, landslide process mechanics and slope evolution, seismic source-to-ground response pathways. Top-ranked studies examine coastal and submarine hazard coupling, satellite and LiDAR-based deformation monitoring, and mass-movement initiation and runout dynamics.
Papers Analyzed: 1120 analyzed
Relevant Papers: 226 selected
Key Topics: flood generation, routing, and hydroclimatic forcing, landslide process mechanics and slope evolution, seismic source-to-ground response pathways
This digest synthesizes 298 selected papers and focuses on landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing, coastal and submarine hydro-geomechanics. Top-ranked studies examine satellite and LiDAR-based deformation monitoring, coastal and submarine hazard coupling, and landslide susceptibility mapping.
Papers Analyzed: 1406 analyzed
Relevant Papers: 298 selected
Key Topics: landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing, coastal and submarine hydro-geomechanics
This digest synthesizes 247 selected papers and focuses on landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing, seismic source-to-ground response pathways. Top-ranked studies examine earthquake-triggered slope response and liquefaction, mass-movement initiation and runout dynamics, and flood generation and hydroclimatic forcing.
Papers Analyzed: 1283 analyzed
Relevant Papers: 247 selected
Key Topics: landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing, seismic source-to-ground response pathways
This digest synthesizes 62 selected papers and focuses on seismic source-to-ground response pathways, landslide process mechanics and slope evolution, infrastructure-focused hazard performance. Top-ranked studies examine landslide susceptibility mapping, earthquake-triggered slope response and liquefaction, and cryosphere-driven slope and infrastructure instability.
Papers Analyzed: 565 analyzed
Relevant Papers: 62 selected
Key Topics: seismic source-to-ground response pathways, landslide process mechanics and slope evolution, infrastructure-focused hazard performance
This digest synthesizes 107 selected papers and focuses on seismic source-to-ground response pathways, landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing. Top-ranked studies examine risk, fragility, and resilience assessment, satellite and LiDAR-based deformation monitoring, and earthquake-triggered slope response and liquefaction.
Papers Analyzed: 674 analyzed
Relevant Papers: 107 selected
Key Topics: seismic source-to-ground response pathways, landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing
This digest synthesizes 261 selected papers and focuses on landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing, high-resolution remote-sensing monitoring workflows. Top-ranked studies examine earthquake-triggered slope response and liquefaction, landslide susceptibility mapping, and satellite and LiDAR-based deformation monitoring.
Papers Analyzed: 2956 analyzed
Relevant Papers: 261 selected
Key Topics: landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing, high-resolution remote-sensing monitoring workflows
This digest synthesizes 186 selected papers and focuses on landslide process mechanics and slope evolution, seismic source-to-ground response pathways, coastal and submarine hydro-geomechanics. Top-ranked studies examine flood generation and hydroclimatic forcing, satellite and LiDAR-based deformation monitoring, and coastal and submarine hazard coupling.
Papers Analyzed: 1141 analyzed
Relevant Papers: 186 selected
Key Topics: landslide process mechanics and slope evolution, seismic source-to-ground response pathways, coastal and submarine hydro-geomechanics
This digest synthesizes 298 selected papers and focuses on high-resolution remote-sensing monitoring workflows, landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing. Top-ranked studies examine earthquake-triggered slope response and liquefaction, operational early-warning thresholding, and flood generation and hydroclimatic forcing.
Papers Analyzed: 2615 analyzed
Relevant Papers: 298 selected
Key Topics: high-resolution remote-sensing monitoring workflows, landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing
This digest synthesizes 101 selected papers and focuses on coastal and submarine hydro-geomechanics, flood generation, routing, and hydroclimatic forcing, landslide process mechanics and slope evolution. Top-ranked studies examine mass-movement initiation and runout dynamics, earthquake-triggered slope response and liquefaction, and cryosphere-driven slope and infrastructure instability.
Papers Analyzed: 2097 analyzed
Relevant Papers: 101 selected
Key Topics: coastal and submarine hydro-geomechanics, flood generation, routing, and hydroclimatic forcing, landslide process mechanics and slope evolution
This digest synthesizes 281 selected papers and focuses on seismic source-to-ground response pathways, flood generation, routing, and hydroclimatic forcing, wildfire hazard dynamics and adaptation. Top-ranked studies examine landslide susceptibility mapping, satellite and LiDAR-based deformation monitoring, and seismic source-to-ground response pathways.
Papers Analyzed: 1946 analyzed
Relevant Papers: 281 selected
Key Topics: seismic source-to-ground response pathways, flood generation, routing, and hydroclimatic forcing, wildfire hazard dynamics and adaptation
This digest synthesizes 80 selected papers and focuses on flood generation, routing, and hydroclimatic forcing, high-resolution remote-sensing monitoring workflows, landslide process mechanics and slope evolution. Top-ranked studies examine mass-movement initiation and runout dynamics, flood generation and hydroclimatic forcing, and earthquake-triggered slope response and liquefaction.
Papers Analyzed: 2,457 analyzed
Relevant Papers: 80 selected
Key Topics: flood generation, routing, and hydroclimatic forcing, high-resolution remote-sensing monitoring workflows, landslide process mechanics and slope evolution
This digest synthesizes 380 selected papers and focuses on flood generation, routing, and hydroclimatic forcing, seismic source-to-ground response pathways, wildfire hazard dynamics and adaptation. Top-ranked studies examine mass-movement initiation and runout dynamics, groundwater and subsurface hydrogeologic risk, and landslide susceptibility mapping.
Papers Analyzed: 1424 analyzed
Relevant Papers: 380 selected
Key Topics: flood generation, routing, and hydroclimatic forcing, seismic source-to-ground response pathways, wildfire hazard dynamics and adaptation
This digest synthesizes 64 selected papers and focuses on infrastructure-focused hazard performance, seismic source-to-ground response pathways, landslide process mechanics and slope evolution. Top-ranked studies examine wildfire hazard and adaptation, satellite and LiDAR-based deformation monitoring, and earthquake-triggered slope response and liquefaction.
Papers Analyzed: 2,375 analyzed
Relevant Papers: 64 selected
Key Topics: infrastructure-focused hazard performance, seismic source-to-ground response pathways, landslide process mechanics and slope evolution
This digest synthesizes 75 selected papers and focuses on infrastructure-focused hazard performance, flood generation, routing, and hydroclimatic forcing, high-resolution remote-sensing monitoring workflows. Top-ranked studies examine satellite and LiDAR-based deformation monitoring, wildfire hazard and adaptation, and earthquake-triggered slope response and liquefaction.
Papers Analyzed: 2420 analyzed
Relevant Papers: 75 selected
Key Topics: infrastructure-focused hazard performance, flood generation, routing, and hydroclimatic forcing, high-resolution remote-sensing monitoring workflows
This digest synthesizes 27 selected papers and focuses on freeze-thaw and cryosphere-driven instability, infrastructure-focused hazard performance, risk, fragility, and resilience quantification. Top-ranked studies examine cryosphere-driven slope and infrastructure instability, freeze-thaw and cryosphere-driven instability, and infrastructure-focused hazard performance.
Papers Scanned: 3,079
Relevant Papers: 27 selected
Key Topics: freeze-thaw and cryosphere-driven instability, infrastructure-focused hazard performance, risk, fragility, and resilience quantification
This digest synthesizes 94 selected papers and focuses on landslide process mechanics and slope evolution, high-resolution remote-sensing monitoring workflows, flood generation, routing, and hydroclimatic forcing. Top-ranked studies examine satellite and LiDAR-based deformation monitoring, flood generation and hydroclimatic forcing, and wildfire hazard and adaptation.
Papers Analyzed: 3,097 analyzed
Relevant Papers: 94 selected
Key Topics: landslide process mechanics and slope evolution, high-resolution remote-sensing monitoring workflows, flood generation, routing, and hydroclimatic forcing
This digest synthesizes 78 selected papers and focuses on flood generation, routing, and hydroclimatic forcing, landslide process mechanics and slope evolution, high-resolution remote-sensing monitoring workflows. Top-ranked studies examine earthquake-triggered slope response and liquefaction, flood generation and hydroclimatic forcing, and coastal and submarine hazard coupling.
Papers Analyzed: 2,414 analyzed
Relevant Papers: 78 selected
Key Topics: flood generation, routing, and hydroclimatic forcing, landslide process mechanics and slope evolution, high-resolution remote-sensing monitoring workflows
This digest synthesizes 73 selected papers and focuses on high-resolution remote-sensing monitoring workflows, flood generation, routing, and hydroclimatic forcing, infrastructure-focused hazard performance. Top-ranked studies examine mass-movement initiation and runout dynamics, earthquake-triggered slope response and liquefaction, and satellite and LiDAR-based deformation monitoring.
Papers Analyzed: 2,125 analyzed
Relevant Papers: 73 selected
Key Topics: high-resolution remote-sensing monitoring workflows, flood generation, routing, and hydroclimatic forcing, infrastructure-focused hazard performance
This digest synthesizes 140 selected papers and focuses on infrastructure-focused hazard performance, risk, fragility, and resilience quantification, flood generation, routing, and hydroclimatic forcing. Top-ranked studies examine flood generation and hydroclimatic forcing, satellite and LiDAR-based deformation monitoring, and earthquake-triggered slope response and liquefaction.
Papers Analyzed: 2122 analyzed
Relevant Papers: 140 selected
Key Topics: infrastructure-focused hazard performance, risk, fragility, and resilience quantification, flood generation, routing, and hydroclimatic forcing
This digest synthesizes 147 selected papers and focuses on high-resolution remote-sensing monitoring workflows, seismic source-to-ground response pathways, risk, fragility, and resilience quantification. Top-ranked studies examine mass-movement initiation and runout dynamics, operational early-warning thresholding, and earthquake-triggered slope response and liquefaction.
Papers Analyzed: 2,172 analyzed
Relevant Papers: 147 selected
Key Topics: high-resolution remote-sensing monitoring workflows, seismic source-to-ground response pathways, risk, fragility, and resilience quantification
This digest synthesizes 167 selected papers and focuses on high-resolution remote-sensing monitoring workflows, flood generation, routing, and hydroclimatic forcing, seismic source-to-ground response pathways. Top-ranked studies examine satellite and LiDAR-based deformation monitoring, operational early-warning thresholding, and earthquake-triggered slope response and liquefaction.
Papers Analyzed: 2,479 analyzed
Relevant Papers: 167 selected
Key Topics: high-resolution remote-sensing monitoring workflows, flood generation, routing, and hydroclimatic forcing, seismic source-to-ground response pathways
This digest synthesizes 45 selected papers and focuses on landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing, freeze-thaw and cryosphere-driven instability. Top-ranked studies examine earthquake-triggered slope response and liquefaction, mass-movement initiation and runout dynamics, and infrastructure performance under multi-hazard stress.
Papers Analyzed: 2,380 analyzed
Relevant Papers: 45 selected
Key Topics: landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing, freeze-thaw and cryosphere-driven instability
This digest synthesizes 76 selected papers and focuses on landslide process mechanics and slope evolution, infrastructure-focused hazard performance, seismic source-to-ground response pathways. Top-ranked studies examine satellite and LiDAR-based deformation monitoring, landslide susceptibility mapping, and earthquake-triggered slope response and liquefaction.
Papers Analyzed: 2,675 analyzed
Relevant Papers: 76 selected
Key Topics: landslide process mechanics and slope evolution, infrastructure-focused hazard performance, seismic source-to-ground response pathways
This digest synthesizes 80 selected papers and focuses on landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing, high-resolution remote-sensing monitoring workflows. Top-ranked studies examine mass-movement initiation and runout dynamics, earthquake-triggered slope response and liquefaction, and satellite and LiDAR-based deformation monitoring.
Papers Analyzed: 2,337 analyzed
Relevant Papers: 80 selected
Key Topics: landslide process mechanics and slope evolution, flood generation, routing, and hydroclimatic forcing, high-resolution remote-sensing monitoring workflows
This digest synthesizes 77 selected papers and focuses on landslide process mechanics and slope evolution, risk, fragility, and resilience quantification, flood generation, routing, and hydroclimatic forcing. Top-ranked studies examine flood generation and hydroclimatic forcing, earthquake-triggered slope response and liquefaction, and satellite and LiDAR-based deformation monitoring.
Papers Analyzed: 2,048 analyzed
Relevant Papers: 77 selected
Key Topics: landslide process mechanics and slope evolution, risk, fragility, and resilience quantification, flood generation, routing, and hydroclimatic forcing
This digest synthesizes 60 selected papers and focuses on landslide process mechanics and slope evolution, high-resolution remote-sensing monitoring workflows, freeze-thaw and cryosphere-driven instability. Top-ranked studies examine satellite and LiDAR-based deformation monitoring, earthquake-triggered slope response and liquefaction, and mass-movement initiation and runout dynamics.
Papers Analyzed: 1,515 analyzed
Relevant Papers: 60 selected
Key Topics: landslide process mechanics and slope evolution, high-resolution remote-sensing monitoring workflows, freeze-thaw and cryosphere-driven instability
This digest synthesizes 143 selected papers and focuses on landslide process mechanics and slope evolution, seismic source-to-ground response pathways, high-resolution remote-sensing monitoring workflows. Top-ranked studies examine satellite and LiDAR-based deformation monitoring, mass-movement initiation and runout dynamics, and earthquake-triggered slope response and liquefaction.
Papers Analyzed: 1,489 analyzed
Relevant Papers: 143 selected
Key Topics: landslide process mechanics and slope evolution, seismic source-to-ground response pathways, high-resolution remote-sensing monitoring workflows
A comprehensive guide to upcoming international conferences and workshops relevant to landslide and geohazard research, covering both geotechnical/geosciences venues and top-tier machine learning/AI conferences. This curated list includes flagship events in natural hazards, geotechnical engineering, remote sensing, and artificial intelligence where researchers can present cutting-edge work and connect with the global community.
Geohazards & Geotechnical: 24 conferences including AGU, EGU, World Landslide Forum, ICSMGE, EMI, ICONHIC, and specialized symposia
ML/AI Venues: 18 top-tier conferences including NeurIPS, ICML, ICLR, CVPR, and domain-specific events
Coverage: Submission deadlines, event dates, audience/topics, and direct links to all conferences
AGU Fall Meeting 2025 oral session advancing reliable ML/AI approaches for geohazard detection, monitoring, and prediction through multi-scale sensing integration and open-source datasets.
Time: Wednesday, December 17, 2025 | 14:15 - 15:45
Location: 297 (NOLA CC)
Conveners: Xin Wei (UMich), Chuxuan Li, Jingxiao Liu, Bingxu Luo
Student/Early Career Convener: Ann Sinclair
AGU Fall Meeting 2025 poster session focusing on advancing reliable ML/AI approaches for geohazard detection, monitoring, and prediction. Features 10 research papers on landslides, earthquakes, floods, and open-source datasets.
Time: Monday, December 15, 2025 | 08:30 - 12:00
Location: Hall EFG (Poster Hall), New Orleans Convention Center
Conveners: Xin Wei (UMich), Chuxuan Li (UCLA), Jingxiao Liu (MIT), Bingxu Luo (UArizona)
The latest MIDAS AI Digest featuring updates on SAM-3, NVIDIA AV Dataset, Prompt Engineering Basics, and more AI tools and resources for researchers.
The latest MIDAS AI Digest featuring updates on upcoming AI Sandbox Sessions, Gemini 3, re3data, Scholar Labs, and more AI tools and resources for researchers.
Our mission is simple: to eliminate this friction entirely. We're building an AI-native research companion—a system that collaborates with you, not replaces you. It automates the tedious, the repetitive, and the complex, so you can focus on what truly matters: asking the next great question.
Platform: AI-Native Research Companion
Features: Automated literature review, code generation, environment setup, and experiment monitoring
Success Story: Reproducing LoRA results in 1 day with no prior RL experience
The National Landslide Damages and Losses (NLDL) database provides comprehensive U.S. landslide loss and damage information from 131 sources, compiled within a consistent framework. The database includes 5,687 records covering individual events and groups of landslides, with inflation-adjusted economic data, fatalities, and event characteristics.
The latest MIDAS AI Digest featuring updates on AutoGluon, arXiv, UCI Machine Learning Repository, Verbalized Sampling, and more AI tools and resources for researchers.
The latest MIDAS AI Digest featuring updates on AI Sandbox Image Analysis, Google Quantum Echoes, Hugging Face Spaces, BatchPlanet, and more AI tools and resources for researchers.
The latest MIDAS AI Digest featuring updates on AI Sandbox Drop-In Sessions, AI Community Forum on Slack, Embedding Gemma, Google Research Datasets, Exoplanet, and more AI tools and resources for researchers.
The latest MIDAS AI Digest featuring updates on AI Sandbox Drop-In Sessions, AI Slack Channel, Google Geospatial Reasoning, Objaverse, and more AI tools and resources for researchers.
The latest MIDAS AI Digest featuring updates on AI Sandbox, DINOv3, Generative AI Observatory, and more AI tools and resources for researchers.
A three-week intensive academy designed for academic researchers and university faculty across biological sciences, engineering, environmental and earth science, physical sciences, and social sciences. Learn mathematical foundations of machine learning, critically assess AI model data, and understand strategic considerations for incorporating AI into research workflows. Prior coding experience is NOT required.
A three-part introductory training that covers a number of topics related to landslides, demonstrating a wide variety of NASA Earth science data uses to characterize landslides and their impacts.
Part 1: Remote Sensing for Landslide Science and Disaster Planning
Part 2: Mapping Landslide Occurrence Using Earth Observations
Part 3: Remote Sensing and Landslide Susceptibility
An insightful presentation on the latest developments in geospatial foundation models and their applications to landslide research and risk assessment.
Contribute recent events, conferences, or updates related to landslide research, community projects, or academic collaborations.
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