TerraMosaic Daily Digest: October 23, 2026

October 23, 2026 TerraMosaic Daily Digest
Conceptual scientific illustration of coastal-city ground-deformation monitoring, a magnified pile-foundation section, slope stability, earthquake source processes and changing river conveyance.

Daily Summary

Slope stability depends on the arrangement and interaction of materials, as well as their measured properties. Soil–rock-mixture simulations show how block size, proportion and interfaces alter failure paths. A spillway case separates the effects of excavation from the informational benefit of Bayesian updating: additional data reduce parameter uncertainty without materially changing the mean stability estimate. Polymer-modified MICP offers a complementary physical intervention, with substantial erosion reduction in laboratory loess tests.

Deformation observations span two very different scales. New Sentinel-1 mosaics identify local signals across central North America, while six years of building-specific InSAR in Sunny Isles motivate a system-level interpretation of foundation settlement. Reference frames, filtering and time coverage determine what these measurements can resolve. Long-horizon settlement extrapolations remain scenarios, and continent-wide rate maps provide leads for investigation rather than automatic safety diagnoses.

Earthquake studies examine how source behavior depends on the surrounding fault system. Haiti rupture models favor a secondary bypass zone around a prominent bend, and shallow imaging near Tonghai constrains deformation partitioning among intersecting faults. In the Japan Trench, a repeating-event-like beginning grew through successively larger rupture patches. A separate PGV analysis uses ground-motion consistency to constrain radiated-energy scaling and its variability.

Flood assessment also requires separating changes in the system from changes in its description. Pulangi gauge records indicate that evolving channel conveyance can alter exceedance frequency even with little long-term hydrological trend. Bounded climate-informed models address unstable statistical extrapolation, while hourly precipitation-product tests show how nearly unbiased event totals can conceal large errors in duration and intensity.

Key Trends

The strongest papers distinguish physical change, measurement information and model assumptions before translating results into hazard assessment.

  • More data need not change the mean stability estimate: The excavated-slope study reduces uncertainty through multisource updating while retaining a similar mean factor of safety. Soil–rock-mixture results depend on constituent interactions, whereas MICP rainfall tests examine an actual treatment effect within laboratory conditions.
  • Deformation interpretation depends on reference and scale: Continental mosaics emphasize spatially coherent local signals after long-wavelength filtering. Building InSAR resolves site-specific settlement but cannot uniquely partition every foundation–soil mechanism from surface motion alone.
  • Fault context shapes rupture development: Haiti's proposed bypass geometry, Tonghai's intersecting structures and the Japan Trench cascade show different ways that neighboring fault conditions matter beyond the initial rupture patch. These are constraints on source processes rather than demonstrated forecasts.
  • Flood metrics reflect channel change and error structure: Rating-curve uncertainty accompanies the Pulangi conveyance reconstruction. Climate-link choice changes flood-quantile sensitivity, and event-scale rainfall evaluation separates occurrence, duration and intensity errors that aggregate scores can hide.
  • Recovery indicators measure a particular dimension: Chongqing's heat–drought–fire study and Brazilian landslide-scar monitoring track vegetation response through optical indices. Spectral recovery and index saturation need to remain distinct from complete ecological restoration or mechanical slope stabilization.

Selected Papers

The selected studies examine how rock–soil interfaces, fault geometry and river conveyance shape local response, and how observations constrain the models used to interpret it. Field monitoring, laboratory mitigation and source-process reconstruction lead the list. Supporting datasets and methods follow within the same descending relevance-score sequence.

1. Stability assessment of soil-rock mixture slopes based on numerical and statistical analyses

Source: Bulletin of Engineering Geology and the Environment Type: Slope-stability Modelling Geohazard Type: Soil–rock mixture slopes Relevance: 8/10

Core Problem: Blocks, matrix and interfaces interact to determine the failure path of heterogeneous slopes.

Key Innovation: More than 750 numerical simulations support parameter screening and interaction analysis. Matrix cohesion is influential, while block proportion matters differently with block size and interface strength. The inferred reinforcement effect is conditional on the studied geometry and ranges, rather than a general rule that more rock always improves stability.

2. Stability analysis of an excavated slope using random field finite element method with multisource data fusion

Source: Bulletin of Engineering Geology and the Environment Type: Probabilistic Case Study Geohazard Type: Excavated-slope instability Relevance: 8/10

Core Problem: Spatial variability and sparse measurements complicate stability assessment during excavation.

Key Innovation: Sonic logs and laboratory data update random fields for a two-stage spillway excavation, with monitored deformation comparisons. Fusion reduces parameter variability when data are sufficient, but leaves the mean factor of safety and overall deformation pattern largely unchanged in this case. Measurement updating and physical stabilization are distinct effects.

3. Effects of polymer modified MICP on rainfall erosion resistance and erosion evolution of loess

Source: Bulletin of Engineering Geology and the Environment Type: Experimental Mitigation Geohazard Type: Rainfall erosion of loess slopes Relevance: 8/10

Core Problem: Surface erosion resistance can affect the persistence of vulnerable loess slopes.

Key Innovation: Indoor rainfall tests examine polymer-modified MICP and document substantial erosion reduction at the tested dosage. Near-zero erosion and the reported volume reduction apply to the laboratory treatments; long-term durability, environmental performance and field-scale landslide prevention remain separate questions.

4. Continental-scale Sentinel-1 InSAR deformation rate mosaics of central North America

Source: Remote Sensing of Environment Type: Deformation Dataset and Mapping Geohazard Type: Ground deformation Relevance: 8/10

Core Problem: Local studies can miss deformation in areas with little prior monitoring.

Key Innovation: More than 77,000 Sentinel-1 images support 40 m mosaics across central North America. These are high-pass-filtered rates in distributed local reference frames, with spatially uneven temporal coverage and mean standard errors of 8.9–12.6 mm/yr. They support investigation of potential signals, rather than absolute regional motion or automatic building-safety assessment.

5. Secondary Compression of Deep Foundations in Carbonate Soils: An InSAR Study of Sunny Isles, Florida

Source: Journal of Geotechnical and Geoenvironmental Engineering Type: Satellite Monitoring Case Study Geohazard Type: Postconstruction foundation settlement Relevance: 8/10

Core Problem: Granular creep alone may not explain continuing settlement of piled coastal high-rises.

Key Innovation: Six years of InSAR reveal building-specific deformation in Sunny Isles and motivate a system-level foundation–soil interpretation. Two equally well-fitting models give long-horizon scenarios; their 100-year extrapolations are not deterministic predictions, and surface measurements cannot uniquely partition carbonate, pile-group and stress-redistribution contributions.

6. Feedback Between Channel Conveyance and Flood Frequency Under Stage–Discharge Rating Curve Uncertainty: Insights From the Pulangi River (Philippines)

Source: Earth Surface Processes and Landforms Type: Hydrogeomorphic Case Study Geohazard Type: Changing flood frequency Relevance: 8/10

Core Problem: Channel capacity can change even when upstream flood-discharge behavior has little long-term trend.

Key Innovation: A Pulangi gauge-data ensemble propagates rating-curve uncertainty into inferred conveyance and exceedance changes. The results separate channel adjustment from hydrological forcing, while short-term scour or fill cannot be inferred from peak magnitude alone. Capacity changes are gauge-based estimates, not universal incision–risk relations.

7. On the Stability and Sensitivity of Climate‐Informed Flood Frequency Models

Source: Geophysical Research Letters Type: Statistical Hazard Modelling Geohazard Type: Climate-informed floods Relevance: 8/10

Core Problem: Unbounded climate links can produce unstable flood-quantile extrapolations.

Key Innovation: A bounded logistic formulation with hydroclimatically analogous samples is evaluated across 548 US natural basins. Joint attention to quantile accuracy and forcing sensitivity improves stability in the study, without establishing that bounding alone guarantees correct future extremes or transfer to every altered basin.

8. Microgravity Measurements Spanning 2019–2022 Indicate No Change in Magma Supply or Storage During Kīlauea's Reawakening

Source: Journal of Geophysical Research: Solid Earth Type: Geophysical Monitoring Geohazard Type: Volcanic magma-system change Relevance: 8/10

Core Problem: Lava added to a collapse pit must be separated from subsurface sources when interpreting gravity change.

Key Innovation: Kīlauea microgravity and DEM differencing isolate the contribution of surface lava from residual mass accumulation. An equivalent shallow source represents several subsurface processes. The interpretation concerns continuity of supply and reservoir geometry; it is not a finding of zero mass accumulation or a uniquely resolved storage compartment.

9. Shallow S‐Wave Velocity Structure and Azimuthal Anisotropy Beneath the Qujiang‐Xiaojiang Fault Junction in Tonghai, Yunnan Province, China

Source: Journal of Geophysical Research: Solid Earth Type: Seismic Imaging Case Study Geohazard Type: Fault-zone deformation Relevance: 8/10

Core Problem: Intersecting fault structures can redistribute deformation away from a main mapped trace.

Key Innovation: Ambient-noise observations from 229 stations image shallow velocity and anisotropy near Tonghai, integrated with GPS and geomorphology. The study interprets deformation partitioning and structural contrasts; its roughly 6 km imaging depth does not directly resolve future rupture extent or timing.

10. Tectonic Model of the 2021 Haiti Earthquake Based on a Newly‐Formed Strike‐Slip Bypass Fault Across a Paired Restraining‐Releasing Bend

Source: Journal of Geophysical Research: Solid Earth Type: Earthquake-source Reconstruction Geohazard Type: Strike-slip earthquake rupture Relevance: 8/10

Core Problem: A damaging rupture may follow secondary faults that bypass a prominent curved fault trace.

Key Innovation: Focal mechanisms, aftershocks, InSAR and GNSS constrain competing finite-fault models for the 2021 Haiti earthquake. A steep bypass zone explains the proposed rupture geometry. The reconstruction is an event-based tectonic interpretation rather than evidence that mapped surface traces alone determine subsequent ruptures.

11. Peak Ground Velocity Constrains the Scaling and Variability of Seismic Radiated Energy

Source: Geophysical Research Letters Type: Earthquake-source Physics Geohazard Type: Seismic ground motion Relevance: 8/10

Core Problem: Uncertain source spectra can imply energy and ground-motion variability that are mutually inconsistent.

Key Innovation: Observed Japanese PGV constrains radiated-energy scaling, with apparent stress increasing at smaller magnitudes and becoming nearly constant above about Mw 5–6. Regional comparisons support the transition; thermal pressurization remains a possible physical interpretation rather than a directly established cause.

12. Subsurface Deformation and Recovery From the Ridgecrest Mw 7.1 Earthquake Revealed by P ‐Wave Velocity Time‐Lapse Tomography

Source: Geophysical Research Letters Type: Time-lapse Seismic Imaging Geohazard Type: Post-earthquake material response Relevance: 8/10

Core Problem: Earthquake deformation can alter subsurface properties differently in compressional and extensional regions.

Key Innovation: Ridgecrest tomography from 50,345 arrivals shows contrasting coseismic and postseismic velocity patterns, including a distal Coso response. The inferred recovery and fluid/poroelastic explanations concern velocity proxies; they do not demonstrate complete restoration of rock strength or structural safety.

13. Multi‐Scale Growth of an Mw 7.0 Earthquake via Hierarchical Cascading Rupture From an Mw 3.8 Repeating Event

Source: Geophysical Research Letters Type: Rupture-process Analysis Geohazard Type: Cascading earthquake rupture Relevance: 8/10

Core Problem: Similar rupture onsets can evolve into earthquakes of very different final size.

Key Innovation: Relocation, waveform correlation and deconvolution connect the 2021 Japan Trench mainshock to a repeating-event patch and subsequent larger-scale cascade. Earlier events with strong beginnings stopped before the main area. The results emphasize surrounding fault readiness, without showing how to predict final magnitude from the onset.

14. Geospatially interpretable long-term flood risk assessment using integrated weighting and LightGBM–SHAP

Source: Geomatics, Natural Hazards and Risk Type: Spatial Hazard Assessment Geohazard Type: Long-term flood risk Relevance: 8/10

Core Problem: Internal model discrimination and performance of a combined spatial index can differ substantially.

Key Innovation: A BTH weighting–LightGBM framework reports internal AUC of 0.92, while annual validation of its final index ranges from 0.63 to 0.83. This distinction and sample/period separation matter when interpreting the map. SHAP importance describes predictive relationships rather than independently established drivers.

15. Role of pre-existing fractures in damage zone evolution around tunnel subjected to seismicity: Insights from coupled hydro-mechanical discrete element modeling

Source: Transportation Geotechnics Type: Coupled Failure Modelling Geohazard Type: Seismic tunnel damage Relevance: 8/10

Core Problem: Fracture orientation can redirect tunnel damage under coupled stress, water pressure and shaking.

Key Innovation: Hydro-mechanical DEM simulations relate low-angle fractures to crown/invert damage and steeper fractures to lateral damage. These modeled transitions illuminate mechanism and geometry dependence; field calibration and transferable damage thresholds are outside the supplied abstract.

16. An Approach to Revealing Landslide Reactivation Mechanisms through Integration of Remote Sensing, Field Data, and Numerical Modeling

Source: Engineering Geology Type: Reactivation-process Assessment; title-level evidence Geohazard Type: Landslide reactivation Relevance: 7/10

Core Problem: Explaining renewed movement needs evidence connecting surface observations, geology and mechanical response.

Key Innovation: Title-level scope: integrating remote sensing, field data and numerical modelling to reveal reactivation mechanisms. The studied trigger, case evidence and predictive validation remain unassessed without a matching abstract.

17. Local ring failure mechanism of rockfall fence considering block geometry and rotation

Source: Transportation Geotechnics Type: Protection-system Mechanics; title-level evidence Geohazard Type: Rockfall impact Relevance: 7/10

Core Problem: Block shape and rotation can affect how individual fence rings fail.

Key Innovation: Title-level scope: local ring failure in a rockfall fence with block geometry and rotation. Impact configurations, failure capacities and field applicability remain unassessed. The verified journal article is distinguished from its same-title SSRN precursor.

18. Topographic controls on vegetation recovery in mass-movement scars after an extreme rainfall event in Southern Brazil

Source: Environmental Earth Sciences Type: Recovery Monitoring Geohazard Type: Landslide-scar vegetation Relevance: 7/10

Core Problem: Spectral greening can reflect ecological recovery without directly measuring slope stabilization.

Key Innovation: Sentinel-2 time series for 85 Brazilian scars relate nonlinear index trajectories to topography. Some leveling is associated with canopy-index saturation. The resulting restoration priorities concern observed spectral recovery, not proof of reduced reactivation probability.

19. Effects of Rainfall Induced Unsaturated Flow on Passive Earth Pressure Using the Slip Line Method

Source: Geotechnical and Geological Engineering Type: Hydro-mechanical Analysis Geohazard Type: Rainfall-related retaining-wall response Relevance: 7/10

Core Problem: Transient suction and evolving mechanisms affect passive earth pressure in unsaturated backfill.

Key Innovation: Richards-flow and slip-line calculations show sensitivity to hydraulic constitutive choices. Comparisons with measured swelling pressure assess an upper-bound relationship; swelling pressure is not an equivalent direct measurement of passive capacity. Fixed failure-shape assumptions can also bias the predictions.

20. Cohesive Surface Layers Transform Braided Channels Into Self‐Sustaining Meandering Channels With Repeated Cutoffs

Source: Journal of Geophysical Research: Earth Surface Type: Experimental Morphodynamics Geohazard Type: Channel migration and bank erosion Relevance: 7/10

Core Problem: Greater surface resistance can reorganize channels while allowing continuing mobility.

Key Innovation: A cohesive surface treatment converts an initially braided flume into active wandering and meandering configurations with repeated cutoffs. The experiment isolates a synthetic erosion-resistance mechanism, not the full ecological, sedimentological and hydrological behavior of natural vegetation.

21. Distributions of Short‐Duration High‐Intensity Precipitation Events in the United States Under Intermediate and Pessimistic Climate Change Scenarios

Source: Geophysical Research Letters Type: Climate-scenario Assessment Geohazard Type: Short-duration extreme precipitation Relevance: 7/10

Core Problem: Regional changes in intense rainfall depend on season and accumulation duration.

Key Innovation: Convection-permitting simulations at 3.75 km and 15-minute spacing suggest redistribution from lighter events toward intense events in several US regions. The changes are scenario-dependent and geographically uneven. The missing percentile notation in the supplied abstract is not reconstructed or used for a numerical claim.

22. Experimental investigation of the effects of structural cross-section geometry and wave propagation direction on the hydrodynamic load of direction-adaptive fairing for piers under regular waves

Source: Ocean Engineering Type: Experimental Mitigation Geohazard Type: Wave loading on bridge piers Relevance: 7/10

Core Problem: Changing wave direction can reduce the benefit of a fixed protective orientation.

Key Innovation: Regular-wave tests examine rotating direction-adaptive fairings and geometry-dependent loading. Reported reductions compare specific fixed and aligned orientations; they are not uniform performance across irregular seas, debris impacts or field bridge configurations.

23. Reliability calibration of offshore wind turbine monopile foundation stability under extreme wind conditions

Source: Ocean Engineering Type: Reliability Calibration Geohazard Type: Extreme-wind foundation stability Relevance: 7/10

Core Problem: Reliability calculations depend on load cases, reference structure and design assumptions.

Key Innovation: A reference offshore turbine and selected Chinese coastal metocean conditions support global/local monopile stability calibration. The reported indices describe the analyzed configurations and uncertainty models; they do not certify actual installations or establish current regulatory compliance.

24. Experimental study on the seismic response mitigation and sloshing control of LNG inner tanks with vertical grids under far-field ground motions

Source: Ocean Engineering Type: Seismic Mitigation; title-level evidence Geohazard Type: Tank sloshing during earthquakes Relevance: 7/10

Core Problem: Internal tank components may influence both structural response and fluid motion.

Key Innovation: Title-level scope: vertical-grid mitigation in LNG inner tanks under far-field ground motions. Reduction factors, adverse trade-offs and validation remain unassessed without a matching abstract.

25. Effect of scour-hole geometries on seismic response of monopile in liquefaction-susceptible seabed using CFD-DEM simulations

Source: Ocean Engineering Type: Coupled Seismic Assessment; title-level evidence Geohazard Type: Scour and liquefaction effects on foundations Relevance: 7/10

Core Problem: Existing scour geometry can modify seismic behavior in a susceptible seabed.

Key Innovation: Title-level scope: CFD–DEM assessment of monopile response with different scour holes. Liquefaction extent, response amplification and model validation cannot be inferred from the verified citation alone.

26. Numerical modeling of surface waves induced seabed response with pipeline scour processes

Source: Ocean Engineering Type: Seabed-process Modelling; title-level evidence Geohazard Type: Pipeline scour Relevance: 7/10

Core Problem: Surface waves, sediment removal and seabed response can interact around a pipeline.

Key Innovation: Title-level scope: numerical wave-induced seabed response with pipeline-scour processes. Coupling assumptions, sediment validation and practical failure limits remain unassessed.

27. A physics-informed, data-driven parametric tropical cyclone wave model for shallow water sites

Source: Ocean Engineering Type: Coastal Hazard Modelling; title-level evidence Geohazard Type: Tropical-cyclone waves Relevance: 7/10

Core Problem: Shallow-site wave estimates require attention to local physical constraints.

Key Innovation: Title-level scope: a physics-informed, data-driven parametric cyclone-wave model. Training storms, forecast inputs, validation and extreme-wave skill remain unassessed without a matching abstract.

28. Using remote sensing to monitor vegetation recovery after extreme climate events in Chongqing, China

Source: Geomatics, Natural Hazards and Risk Type: Post-event Remote Sensing Geohazard Type: Heat, drought and wildfire impacts Relevance: 7/10

Core Problem: Different vegetation indices can characterize burning and subsequent greening differently.

Key Innovation: Chongqing's 2022 event is assessed through NDVI/NBR changes and vegetation-specific recovery. The analysis supports retrospective impact and recovery characterization; an index's reported usefulness for warnings is not accompanied by demonstrated prospective lead time in the supplied abstract.

29. Seismic response of ultra-deep strata with weak interlayer reinforced by vertical rodin jet pile and dynamic compaction

Source: Engineering Geology Type: Ground-improvement Assessment; title-level evidence Geohazard Type: Seismic response of weak strata Relevance: 7/10

Core Problem: Weak interlayers may influence the effectiveness of deep ground treatment.

Key Innovation: Title-level scope: seismic response after rodin jet-pile and dynamic-compaction reinforcement. Treatment geometry, measured response and transferable improvement factors remain unassessed.

30. Disentangling controls on gully evolution across a climate gradient

Source: Geomorphology Type: Geomorphic-process Assessment; title-level evidence Geohazard Type: Gully erosion Relevance: 7/10

Core Problem: Controls on incision and expansion may vary across climatic settings.

Key Innovation: Title-level scope: separating controls on gully evolution across a climate gradient. Survey duration, attribution design and quantitative effects are unavailable in the matching record.

31. Unequal Displacement Risk and Multidimensional Well-Being Losses after the 2017 Coastal El Niño in Peru: A Mixed-Methods Analysis

Source: International Journal of Disaster Risk Reduction Type: Disaster-impact Assessment; title-level evidence Geohazard Type: Flood-related displacement Relevance: 7/10

Core Problem: Displacement and well-being losses can be distributed unequally after an extreme event.

Key Innovation: Verified title-level scope: a mixed-methods analysis of Peru's 2017 Coastal El Niño. The supplied text describes a book and chapter conclusions, so it is not used as the article's results. Article-specific sampling, estimates and causal interpretations remain unassessed.

32. Revealing Disparities in Human Tolerance to Infrastructure Disruptions: Empirical Evidence from Typhoon Yagi in China

Source: International Journal of Disaster Risk Reduction Type: Disruption-impact Assessment; title-level evidence Geohazard Type: Typhoon-related infrastructure loss Relevance: 7/10

Core Problem: People may experience and tolerate infrastructure outages differently.

Key Innovation: Title-level scope: empirical disparities after Typhoon Yagi in China. Sample representation, tolerance definitions and estimated differences remain unassessed without a matching abstract.

33. A public-data-driven framework for urban flood modelling and credibility assessment under detailed-data scarcity

Source: Journal of Hydrology Type: Flood-modelling Assessment; title-level evidence Geohazard Type: Urban flood hazard Relevance: 7/10

Core Problem: Public data can extend modelling where detailed local information is limited.

Key Innovation: Title-level scope: public-data-driven urban flood modelling and credibility assessment. Data sufficiency, independent evaluation and confidence in neighborhood-scale outputs remain unassessed.

34. Theoretical analytical method for critical lag distance of dual-line shield non-synchronous excavation considering soil arch evolution

Source: Computers and Geotechnics Type: Excavation-safety Analysis; title-level evidence Geohazard Type: Interacting shield-tunnel excavations Relevance: 7/10

Core Problem: Excavation timing and evolving arching can affect a safe separation between advancing tunnels.

Key Innovation: Title-level scope: analytical critical lag distance for non-synchronous dual-line shields. Failure criteria, parameter sensitivity and field validation remain unassessed without an abstract.

35. Seismic performance of prefabricated segmental CFST stiff skeleton bridge pier: A prediction model for skeleton characteristic

Source: Soil Dynamics and Earthquake Engineering Type: Seismic Response Assessment; title-level evidence Geohazard Type: Bridge-pier damage Relevance: 7/10

Core Problem: Prefabricated segmental pier behavior depends on skeleton and connection characteristics.

Key Innovation: Title-level scope: seismic performance and a skeleton-characteristic prediction model for CFST bridge piers. Cyclic response, damage limits and validation cannot be inferred from the citation alone.

36. Experimental investigation on deformation behavior of pile-supported embankments with geogrid-tire cells reinforcement

Source: Transportation Geotechnics Type: Experimental Mitigation; title-level evidence Geohazard Type: Embankment deformation Relevance: 7/10

Core Problem: Pile support and geogrid-tire cells may redistribute differential deformation.

Key Innovation: Title-level scope: experimental deformation behavior of a reinforced pile-supported embankment. Scale, measured improvement and long-term performance remain unassessed without a matching abstract.

37. Geology-informed deep learning model based on non-stationary random fields for dynamic tunnel safety step distance regulation

Source: Journal of Rock Mechanics and Geotechnical Engineering Type: Tunnel-safety Modelling; title-level evidence Geohazard Type: Excavation-related ground instability Relevance: 7/10

Core Problem: Safe excavation-step decisions need a representation of changing geological uncertainty.

Key Innovation: Title-level scope: geology-informed deep learning with non-stationary random fields for tunnel step-distance regulation. Safety criteria, prospective testing and applicability beyond the study conditions remain unassessed.

38. Generalized Effective Stress Equation for Variably Saturated Frozen Soil

Source: Journal of Geotechnical and Geoenvironmental Engineering Type: Supporting Method: Effective Stress Geohazard Type: Frozen-ground strength inputs Relevance: 6/10

Core Problem: Capillary, adsorptive and ice-related stresses coexist in variably saturated frozen soil.

Key Innovation: A unified formulation is evaluated against published strength tests and independent characteristic curves, with established limits recovered under simplifying assumptions. It supports soil-strength representation, rather than directly validating a frost-heave, thaw-collapse or slope-failure forecast.

39. UniRS-Seg: Shared Sparse–Dense Query Decoding for Joint Semantic and Referring Remote Sensing Segmentation

Source: Remote Sensing Type: Supporting Method: Segmentation Geohazard Type: Earth-observation interpretation inputs Relevance: 6/10

Core Problem: Semantic and referring segmentation share geometry but use different output-selection cues.

Key Innovation: A common sparse–dense decoder supports supervised joint-task learning across benchmark datasets. The modest gains and published-baseline comparisons do not establish zero-shot or unseen-region generalization, nor disaster-specific interpretation accuracy.

40. RLGD: A High-Resolution UAV Dataset and Benchmark for Semantic Segmentation and Revetment Extraction in Waterway Scenes

Source: Remote Sensing Type: Dataset: Waterway Imagery Geohazard Type: Revetment-inspection inputs Relevance: 6/10

Core Problem: Inspection algorithms need labels for revetments and their interfaces with surrounding objects.

Key Innovation: RLGD provides 100 high-resolution UAV images and a revetment-aware taxonomy with transfer tests. Its billion-pixel label count is not a count of independent sites. A small expert-interpreted visual-completeness example supports screening, not structural certification of the revetments.

41. SENSERO: A Multi-Scale, Multi-Label Sentinel-2 Benchmark for Romania with Cross-Scale Land-Cover Classification Baselines

Source: Remote Sensing Type: Dataset: Land-cover Benchmark Geohazard Type: Multi-scale mapping inputs Relevance: 6/10

Core Problem: Context size and label definitions can change apparent classification performance.

Key Innovation: SENSERO fixes 10,000 locations and spatial splits across eight image sizes. Its task is patch-level multi-label classification; reference rasters generate and trace labels rather than define a segmentation benchmark. Cross-scale findings are conditional on the land-cover reference and evaluated architectures.

42. Event-Based and Error-Component Evaluation of GPM IMERG and GSMaP_Gauge for Monitoring Hourly Extreme Precipitation over North China

Source: Remote Sensing Type: Supporting Method: Rainfall Evaluation Geohazard Type: Flood and slope-trigger inputs Relevance: 6/10

Core Problem: Small aggregate bias can conceal compensating occurrence, duration and intensity errors.

Key Innovation: North China station comparisons show different IMERG and GSMaP trade-offs. GSMaP's near-unbiased mean event total masks excessive duration and underestimated intensity. Event-scale results argue for application-specific evaluation rather than one universally best rainfall product.

43. Exploring the effectiveness of CPT and DMT in the identification of lightly to moderately structured alluvial soils

Source: Engineering Geology Type: Supporting Method: Ground Investigation Geohazard Type: Alluvial-soil characterization inputs Relevance: 6/10

Core Problem: Intermediate soil structure can evade classification developed for young uncemented deposits.

Key Innovation: CPTU, DMT and shear-wave measurements are compared with an independent paleosol stratigraphy beneath Bologna's towers. Combined measurements improve horizon interpretation, while proposed thresholds need assessment beyond this sequence; the study does not establish tower-failure predictions.

44. Graph-based identification of candidate rock blocks from 3D outcrop point clouds via hierarchical multi-hop combination search

Source: Engineering Geology Type: Supporting Method: Rock-block Mapping; title-level evidence Geohazard Type: Rock-slope structure inputs Relevance: 6/10

Core Problem: Candidate-block reconstruction requires combining discontinuities beyond immediately adjacent surfaces.

Key Innovation: Title-level scope: hierarchical multi-hop graph search in 3D outcrop point clouds. Block completeness, geometric accuracy and subsequent stability evaluation remain unassessed without a matching abstract.

45. Deep shear-wave velocity structure and basin geometry of the Sakarya basin from array-based ambient noise and gravity data

Source: Engineering Geology Type: Supporting Method: Basin Imaging; title-level evidence Geohazard Type: Seismic-site-response inputs Relevance: 6/10

Core Problem: Basin geometry and velocity structure influence the setting for site response.

Key Innovation: Title-level scope: ambient-noise arrays and gravity data for the Sakarya basin. Resolution, independent constraints and implications for earthquake amplification remain unassessed without a matching abstract.

46. SOVS-Net: open-vocabulary segmentation for SAR imagery via cross-modal alignment and hierarchical semantic reasoning

Source: ISPRS Journal of Photogrammetry and Remote Sensing Type: Supporting Method: SAR Segmentation; title-level evidence Geohazard Type: Remote-mapping inputs Relevance: 6/10

Core Problem: SAR interpretation needs semantic transfer across sensing and language representations.

Key Innovation: Title-level scope: open-vocabulary segmentation through cross-modal alignment and hierarchical reasoning. Training coverage, zero-shot performance and disaster-domain transfer remain unassessed; the title alone does not establish a disruptive foundation-model advance.

47. The Goumang Mission: Integrated Active–Passive Spaceborne Multibeam Lidar for Jointly Detecting Vegetation and Atmosphere

Source: Science of Remote Sensing Type: Earth-observation Mission; title-level evidence Geohazard Type: Vegetation and atmosphere measurement inputs Relevance: 6/10

Core Problem: Active and passive spaceborne lidar observations can provide complementary environmental measurements.

Key Innovation: Title-level scope: Goumang integrated multibeam lidar for vegetation and atmosphere detection. Instrument performance, operational availability and validated hazard applications remain unassessed without a matching abstract.

48. Permanent deformation behavior and classification criteria for coral sand with non-plastic fines under drained cyclic loading

Source: Type: Supporting Method: Cyclic Soil Tests Geohazard Type: Reclaimed-ground deformation inputs Relevance: 6/10

Core Problem: Non-plastic fines change the packing and cumulative response of coral sand.

Key Innovation: The recovered abstract describes drained cyclic triaxial tests and packing/shakedown classifications. Intermediate mixtures are more susceptible to creep or incremental collapse in the tested conditions. The fines-content transition is material- and test-dependent, not a universal field liquefaction threshold.

49. Centrifuge investigation of pile base effect on the lateral load capacity for large diameter rigid piles embedded in sand

Source: Soils and Foundations Type: Supporting Method: Foundation Testing Geohazard Type: Lateral-capacity inputs Relevance: 6/10

Core Problem: Pile-base pressure can contribute to lateral resistance of short rigid shafts.

Key Innovation: Centrifuge tests directly measure asymmetric base pressure and show contributions varying with slenderness, stiffness and sand density. A proposed modification supports response modelling, while tested ultimate/serviceability moment shares are not general capacity factors for all foundations.