TerraMosaic Daily Digest: October 16, 2026

October 16, 2026 TerraMosaic Daily Digest
Conceptual shaking-table soil tank illustrating a gentle loess slope above a saturated layer for the October 16, 2026 TerraMosaic Digest.

Daily Summary

Where a shallow landslide localizes can depend on contrasts within the soil mantle. The Qinling study identifies three residual–colluvial configurations across 18 profiles, then examines hydraulic and mechanical differences in one complete profile. Its evidence supports both sliding at contacts and shearing within a horizon, with conductivity rankings changing between saturated and unsaturated conditions. The Beiguo loess investigation follows a related problem through a longer chain: sinkholes develop, connect and concentrate water before landsliding. Together, the studies make the internal arrangement of soil and drainage pathways central to interpreting failure location.

Water and loading then determine how those conditions evolve. Shaking-table tests informed by the Zhongchuan flowslide show pore pressure accumulating into a connected band in saturated loess, providing a mechanism for instability on a gentle slope. Three Gorges bank surveys and model tests distinguish notching, progressive retreat and collapse under wave attack. Other papers broaden the stability question: a stable slope need not provide sufficient bearing capacity for a neighbouring footing, and porous volcanic rock can collapse under confinement without a conventional shear-failure path. These contributions connect boundary conditions with the failure mode that an assessment must represent.

The monitoring and prediction studies emphasize a different set of distinctions. Borehole seismic observations resolve far more small events around selected Marmara sequences, while temperature-calibrated ERT constrains permafrost boundaries along the Hudson Bay Railway. Both depend on observations suited to the physical quantity being inferred. On the modelling side, internal landslide-mask comparisons, centrifuge-informed tunnel deformation and numerical subsidence benchmarks establish different kinds of performance. They support inventory construction and engineering assessment within their tested scope, while leaving regional transfer, independent field validation and prospective warning performance as separate questions.

Key Trends

The issue links failure localization with soil architecture, changing water conditions and the observations used to test an interpretation.

  • Preserve stratigraphic and hydraulic contrasts: The Qinling profiles distinguish contacts and horizons with different pore networks, flow behaviour and strength. A homogeneous mantle or a single permeability ranking can obscure those contrasts.
  • Follow water concentration into the disaster chain: Loess sinkhole linkage and saturated-layer pressure accumulation describe different routes to localized instability. Wave-driven toe erosion adds another route from external forcing to bank collapse.
  • Match the failure criterion to the mechanism: Porous-rock collapse and footing failure beside a stable slope show why one stability indicator cannot represent every competing limit state.
  • Keep validation targets explicit: The segmented subsidence model is compared with numerical results; the landslide instance model is evaluated on an internal inventory test. A close match in either setting does not automatically establish independent field performance.
  • Calibrate the observation as well as the model: Boreholes improve microseismic detection, temperatures constrain resistivity interpretation, and InSAR-derived susceptibility depends on how deformation labels are defined. Sensor support and target construction shape the resulting inference.

Selected Papers

The papers below examine shallow sliding, sinkhole cascades, liquefaction, reservoir-bank retreat and the response of engineered ground and structures. Field profiles and laboratory tests clarify material controls, while geophysical surveys and mapping models constrain where deformation is observed. Related seismic, coastal-protection and underground-engineering studies extend the assessment to exposure and infrastructure response. The strongest connections concern the physical state being measured, the mechanism being represented and the evidence supporting a prediction.

1. Stratified structure of granite residual-colluvial soil and failure modes of shallow landslides in the northern piedmont of the Qinling Mountains, China

Source: Landslides Type: Soil stratigraphy and failure localization Geohazard Type: Shallow landslides in granite mantles Relevance: 8/10

Core Problem: A soil mantle cannot be treated as a hydraulically and mechanically uniform layer.

Key Innovation: Eighteen Qinling profiles define three stratigraphic configurations; detailed pore, flow and strength comparisons use one complete profile. The contrasts support interface-associated and intra-horizon failure interpretations. Saturated and suction-dependent conductivities differ, so a single ranking of layer permeability cannot describe all wetting states.

2. Characteristics, mechanisms and disaster chain formation of loess sinkholes: insights from field investigation and laboratory tests

Source: Acta Geotechnica Type: Loess disaster-chain mechanisms Geohazard Type: Sinkhole–landslide cascades Relevance: 8/10

Core Problem: Concealed drainage pathways and sinkhole linkage can concentrate water before a loess slope fails.

Key Innovation: The Beiguo investigation combines field geometry, laboratory tests and physical models to describe sinkhole development, linkage and subsequent landsliding. An erosion-volume relation includes rainfall, density and initial diameter. Its fitted scope does not establish transferable event timing or a universal rainfall warning threshold.

3. Initiation mechanism of an earthquake-induced gentle slope flowslide: insight from shaking table tests

Source: Acta Geotechnica Type: Shaking-table slope mechanics Geohazard Type: Liquefaction flowslides on gentle loess slopes Relevance: 8/10

Core Problem: Gentle slope angles do not rule out rapid failure when saturated loess accumulates pore pressure.

Key Innovation: Tests informed by the Zhongchuan flowslide show stratigraphy-dependent acceleration and the growth of a connected high-pressure band under intensified shaking. They support a seismic–hydraulic initiation mechanism. Model-scale energy and pressure signatures require field validation before they can serve as warning thresholds.

4. Evolution and failure modes of wave-induced erosion and collapse of soil banks in the Three Gorges Reservoir Area: field surveys and model tests

Source: Bulletin of Engineering Geology and the Environment Type: Reservoir-bank erosion investigation Geohazard Type: Wave-induced bank retreat and collapse Relevance: 8/10

Core Problem: Wave attack interacts with bank angle and soil composition to produce different retreat modes.

Key Innovation: Three Gorges field observations are combined with four bank-model tests. Notching, fine-particle loss, surface coarsening and collapse evolve differently among configurations. Centimetre-scale model retreat is not a field erosion rate, and angle and material contrasts should not be interpreted as independently isolated causal effects.

5. Safety performance evaluation of a gently dipping bedding slope containing multiple weak interlayers in Southwest China

Source: Environmental Earth Sciences Type: Bedded slope stability assessment Geohazard Type: Weak-interlayer slope failure Relevance: 8/10

Core Problem: Multiple water-sensitive interlayers complicate failure pathways during excavation.

Key Innovation: Field investigation, direct shear tests and finite-element scenarios link wetting-related strength reduction with stepped sliding and tensile cracking. A neural surrogate supports rapid assessment of the modeled cases. Agreement with simulations does not establish independent real-time prediction of slope failure.

6. Uncertainty, mechanisms, and failure maps of undrained bearing capacity for footings near slopes

Source: Acta Geotechnica Type: Random-field geotechnical analysis Geohazard Type: Footing failure near slopes Relevance: 8/10

Core Problem: Slope stability and the bearing capacity of a nearby footing are related but distinct conditions.

Key Innovation: A random-field framework examines undrained strength variability, competing failure mechanisms and spatial failure-frequency maps. A stable slope can still provide inadequate footing capacity. The maps are conditional diagnostic outputs under the adopted strength model, not universal site failure probabilities.

7. Energy-based failure criterion for macro-porous collapsible rocks

Source: Géotechnique Type: Porous-rock failure mechanics Geohazard Type: Collapse of porous volcanic rocks Relevance: 8/10

Core Problem: A shear-only stress criterion can miss structural collapse under isotropic confinement.

Key Innovation: An energy-based closed failure surface and flow rule are compared with uniaxial, triaxial and isotropic tests on Canary Islands pyroclastic rocks and an Italian tuff dataset. The formulation incorporates collapse and shear in one framework; field stability still depends on rock-mass structure and loading conditions.

8. A probability integral prediction model for goaf-induced slope subsidence considering slope-angle transition and an independent horizontal-segment solution

Source: Canadian Geotechnical Journal Type: Mining subsidence modelling Geohazard Type: Goaf-induced slope deformation Relevance: 8/10

Core Problem: Horizontal-ground subsidence kernels can misrepresent slope segments and abrupt angle changes.

Key Innovation: A segmented probability-integral formulation combines transition corrections with an independent horizontal-segment solution. Two Fushun sections are compared with numerical results. The reported fit is agreement with those reference calculations, not independent field confirmation of future slope safety.

9. Land Subsidence Susceptibility Mapping Using SBAS-InSAR and Machine Learning: A Case Study of Ghaenat County, Iran

Source: GeoHazards Type: Subsidence monitoring and susceptibility Geohazard Type: Groundwater-related subsidence Relevance: 8/10

Core Problem: An InSAR-derived target needs careful interpretation when used to train a susceptibility classifier.

Key Innovation: Ghaenat deformation histories are compared with well-level patterns, and a velocity threshold defines labels for machine learning. Random Forest and LightGBM have similar AUC within validation variability. Hydrogeological correspondence supports plausibility, but is not independent displacement measurement or proof of causal groundwater control.

10. Landslide Instance Segmentation from Remote Sensing Imagery Using a SwinV2–FPN Mask R-CNN with Spatially Adaptive Feature Modulation

Source: Remote Sensing Type: Landslide instance mapping; bibliographic confirmation partial Geohazard Type: Landslide inventory delineation Relevance: 8/10

Core Problem: Individual failures must be separated and delineated amid scale changes and confusing terrain backgrounds.

Key Innovation: A SwinV2–FPN Mask R-CNN reaches internal mask AP of 0.6158±0.0082 across three seeds, outperforming evaluated baselines. The added modulation and loss terms have small, uncertain incremental benefits. The evidence supports the evaluated inventory task, without establishing cross-region field performance or operational warning skill.

11. Characterizing Permafrost Distribution Along the Hudson Bay Railway Using Temperature‐Calibrated Electrical Resistivity Tomography

Source: Journal of Geophysical Research: Earth Surface Type: Calibrated permafrost investigation Geohazard Type: Thaw-sensitive railway ground Relevance: 8/10

Core Problem: Resistivity alone cannot uniquely distinguish frozen ground across different materials.

Key Innovation: Hudson Bay Railway ERT profiles are tied to borehole temperatures, with inversion choices varied to examine boundary uncertainty. The work supports locally calibrated permafrost delineation. Its resistivity–temperature thresholds and interpreted boundaries are site-specific rather than universally transferable.

12. Combining Borehole Seismic Data and Deep‐Learning Methods to Monitor Seismic Sequences in the Istanbul‐Marmara Region, NW Türkiye

Source: Journal of Geophysical Research: Solid Earth Type: Earthquake sequence monitoring Geohazard Type: Marmara seismicity Relevance: 8/10

Core Problem: Small events preceding moderate earthquakes are difficult to resolve with surface stations alone.

Key Innovation: Borehole and surface waveforms, learned phase picking and refined relocation recover about eight times more events in the analysed windows. Similarity and clustering vary between sequences. These retrospective transients improve monitoring evidence; they do not establish a reliable earthquake precursor or prospective warning rule.

13. A two-stage physics-driven graph neural network framework for predicting tunneling-induced deformation of frame structures

Source: Canadian Geotechnical Journal Type: Mechanics-constrained deformation surrogate Geohazard Type: Tunnel-induced building deformation Relevance: 7/10

Core Problem: Rapid prediction must connect ground movement, foundation response and frame topology.

Key Innovation: A centrifuge-informed two-stage framework couples ground-displacement reconstruction and beam mechanics with a potential-energy-constrained graph network. The structural stage avoids nodal displacement labels, while other parts still use data. This is not wholly label-free end-to-end validation across arbitrary buildings or tunnelling sites.

14. A novel seismic-continuous geological predicting method in shield tunnels

Source: Canadian Geotechnical Journal Type: Ahead-of-face geological imaging Geohazard Type: Shield-tunnel geological uncertainty Relevance: 7/10

Core Problem: Shield geometry and converted waves complicate continuous seismic imaging ahead of excavation.

Key Innovation: Finite-difference tests guide a synchronized source–receiver strategy, followed by preliminary field trials. Increased usable observations and reduced conversion interference support acquisition feasibility. The evidence does not establish universal geological-detection accuracy or an operational accident-prediction rate.

15. Solar Assisted Thermal Prefabricated Vertical Drains for Soft Ground Improvement of Sea Dikes

Source: Geotechnical and Geological Engineering Type: Field soft-ground improvement Geohazard Type: Sea-dike foundation consolidation Relevance: 7/10

Core Problem: Thermal drainage may accelerate consolidation, but induced settlement must be interpreted in the construction context.

Key Innovation: A Taizhou Bay field comparison monitors solar-assisted thermal vertical drains. Heating increases pore-pressure dissipation and settlement during treatment. The larger settlement represents accelerated preloading consolidation, not evidence of lower post-construction settlement, improved long-term stability or uniform performance at other sites.

16. Effects of water depth and exit width on bottleneck evacuation dynamics under flood conditions

Source: Journal of Hydrology Type: Flood evacuation dynamics Geohazard Type: Water-obstructed pedestrian movement Relevance: 7/10

Core Problem: Bottleneck capacity can change when pedestrians move through floodwater.

Key Innovation: The evaluated water-depth and exit-width conditions show lower specific flow when flooded and a wider exit needed for continuous movement. These relationships inform evacuation modelling under the tested conditions, without yielding a universal safe depth or demonstrating outcomes in an actual emergency.

17. A Novel Nexus of International Migration, Land Use Change, and Disaster Vulnerability: A Structural Equation Modeling (SEM) Analysis for Kerala, India

Source: International Journal of Disaster Risk Reduction Type: Land-use and flood vulnerability analysis Geohazard Type: Flood damage and changing exposure Relevance: 7/10

Core Problem: Migration-related development may affect exposure through changes in land use.

Key Innovation: A Kerala analysis links migration, paddy conversion and flood damage across 968 local government units using GIS and structural equations. This fuller evidence updates the prior title-only entry. Observational path coefficients and model mediation do not alone establish causal effects of migration or a policy intervention.

18. A task-oriented deep learning surrogate model for nonlinear seismic response prediction of deck-type RC arch bridge

Source: Geomatics, Natural Hazards and Risk Type: Seismic response surrogate Geohazard Type: Bridge earthquake response Relevance: 7/10

Core Problem: Repeated nonlinear simulations can delay bridge-response screening.

Key Innovation: An attention–CNN–LSTM surrogate is tested against finite-element response histories and several learning baselines. Accuracy and parameter-efficiency gains concern the generated simulation dataset. They do not independently establish damage prediction for observed earthquakes or transfer to other bridge designs.

19. Indoor, Perceived, and Municipal Seismic Intensity in the Greater Tokyo Metropolitan Area: Persistent Divergence and No Detectable Perceptual Calibration

Source: GeoHazards Type: Seismic intensity and perception; bibliographic confirmation partial Geohazard Type: Indoor shaking and risk communication Relevance: 7/10

Core Problem: Municipal intensity, indoor measurements and perceived shaking need not coincide.

Key Innovation: A Tokyo volunteer panel combines home sensors and repeated questionnaires across mostly weak events. Indoor and perceived intensities differ from municipal reports, while feedback produces no detectable bias calibration in this sample. Unverified receipt and panel selection limit conclusions about the effectiveness of earthquake education generally.

20. Spatiotemporal decoupling of rainfall patterns and shallow landslide stability: Lessons learned from calibrated ensemble physically-based models

Source: Journal of Rock Mechanics and Geotechnical Engineering Type: Rainfall-driven slope modelling; title-level evidence Geohazard Type: Shallow-landslide stability Relevance: 7/10

Core Problem: The verified study examines rainfall patterns and shallow-slope stability using calibrated ensembles of physically based models.

Key Innovation: Not assessed from the available bibliographic record.

21. Optimizing landslide susceptibility mapping under climatic variability: A hybrid approach

Source: Journal of Rock Mechanics and Geotechnical Engineering Type: Climate-conditioned susceptibility; title-level evidence Geohazard Type: Landslide susceptibility Relevance: 7/10

Core Problem: The verified study develops a hybrid approach to landslide susceptibility under climatic variability.

Key Innovation: Not assessed from the available bibliographic record.

22. An innovative UBFEM–ANN approach for slope stability evaluation and slip surface prediction of frictional soil slopes

Source: Computers and Geotechnics Type: Slope stability surrogate; title-level evidence Geohazard Type: Frictional soil slope failure Relevance: 7/10

Core Problem: The verified study combines upper-bound finite-element analysis and neural prediction of slope stability and slip surfaces.

Key Innovation: Not assessed from the available bibliographic record.

23. Seismic response characteristics and damage evolution mechanisms of bedrock and moraine soil overburden layer slopes under earthquake-rainfall coupling based on the proposed WOA-MVMD

Source: Engineering Geology Type: Coupled slope response modelling; title-level evidence Geohazard Type: Earthquake–rainfall effects in moraine-covered slopes Relevance: 7/10

Core Problem: The verified title investigates seismic response and damage evolution of bedrock–moraine slopes under earthquake–rainfall coupling.

Key Innovation: Not assessed from the available bibliographic record.

24. Optimized geochemical fingerprinting approach to evaluate the origin of suspended sediment contribution from landslide in the Hengduan Mountains (SW China)

Source: Geomorphology Type: Sediment source tracing; title-level evidence Geohazard Type: Landslide-derived river sediment Relevance: 7/10

Core Problem: The verified study uses optimized geochemical fingerprinting to assess landslide contributions to suspended sediment in the Hengduan Mountains.

Key Innovation: Not assessed from the available bibliographic record.

25. Hydraulic performance of permeable low-crested structures under asymmetric water levels: Extension of empirical reflection formulae

Source: Ocean Engineering Type: Coastal hydraulic protection; title-level evidence Geohazard Type: Wave reflection and attenuation Relevance: 7/10

Core Problem: The verified study examines permeable low-crested structures under asymmetric water levels and extends empirical reflection formulae.

Key Innovation: Not assessed from the available bibliographic record.

26. Physical experiments on dune erosion under rising storm surge levels

Source: Coastal Engineering Type: Dune erosion experiments; title-level evidence Geohazard Type: Storm-surge coastal erosion Relevance: 7/10

Core Problem: The verified study reports physical experiments on dune erosion under rising storm-surge levels.

Key Innovation: Not assessed from the available bibliographic record.

27. A Framework for Climate Resilient Retrofits in a Multi-Hazard Environment

Source: International Journal of Disaster Risk Reduction Type: Multi-hazard retrofit framework; title-level evidence Geohazard Type: Climate-related infrastructure hazards Relevance: 7/10

Core Problem: The verified paper presents a framework for climate-resilient retrofits in multi-hazard settings.

Key Innovation: Not assessed from the available bibliographic record.

28. A multi-objective design procedure for the seismic retrofit of framed structures with Fluid Viscous Dampers

Source: International Journal of Disaster Risk Reduction Type: Seismic retrofit design; title-level evidence Geohazard Type: Earthquake-related frame response Relevance: 7/10

Core Problem: The verified study develops multi-objective design of fluid-viscous-damper retrofits for framed structures.

Key Innovation: Not assessed from the available bibliographic record.

29. Assessing Flood Economic Loss Magnitude Through Explainable Machine Learning: Evidence from Spain

Source: International Journal of Disaster Risk Reduction Type: Post-event impact modelling; title-level evidence Geohazard Type: Flood economic losses Relevance: 7/10

Core Problem: The verified study assesses flood economic-loss magnitude in Spain using explainable machine learning.

Key Innovation: Not assessed from the available bibliographic record.

30. A spatiotemporal relative-ring modeling framework for construction-stage ground settlement prediction in shield tunnelling

Source: Tunnelling and Underground Space Technology Type: Construction-stage settlement modelling; title-level evidence Geohazard Type: Tunnel-induced ground settlement Relevance: 7/10

Core Problem: The verified study predicts shield-tunnelling ground settlement through a spatiotemporal relative-ring framework.

Key Innovation: Not assessed from the available bibliographic record.

31. Serviceability-oriented multimodal data integration for prescriptive road-tunnel maintenance digital twins

Source: Tunnelling and Underground Space Technology Type: Tunnel maintenance data integration; title-level evidence Geohazard Type: Road-tunnel serviceability Relevance: 7/10

Core Problem: The verified paper integrates multimodal information for prescriptive maintenance digital twins of road tunnels.

Key Innovation: Not assessed from the available bibliographic record.

32. Probabilistic assessment and interpretable machine learning for seismic pounding of adjacent C-shaped plan-irregular steel frame buildings considering soil–structure interaction

Source: Soil Dynamics and Earthquake Engineering Type: Probabilistic seismic response; title-level evidence Geohazard Type: Pounding between adjacent buildings Relevance: 7/10

Core Problem: The verified study examines seismic pounding of adjacent irregular steel frames with soil–structure interaction.

Key Innovation: Not assessed from the available bibliographic record.

33. MICP-treated soft mudstone in open-pit coal mines combined with fly ash and CaO

Source: Journal of Rock Mechanics and Geotechnical Engineering Type: Mine-rock material improvement; title-level evidence Geohazard Type: Open-pit mudstone stability Relevance: 7/10

Core Problem: The verified study examines combined MICP, fly ash and CaO treatment of soft mudstone in open-pit coal mines.

Key Innovation: Not assessed from the available bibliographic record.

34. Recycled use of dredged sludge for river bank slope protection: Role of water adsorbents

Source: Journal of Rock Mechanics and Geotechnical Engineering Type: Riverbank protection materials; title-level evidence Geohazard Type: Bank-slope protection Relevance: 7/10

Core Problem: The verified study investigates water adsorbents in recycled dredged-sludge materials for riverbank slope protection.

Key Innovation: Not assessed from the available bibliographic record.

35. Large-scale model tests of geosynthetic-reinforced soil bridge abutments under various hydrological conditions and traffic loads

Source: Journal of Rock Mechanics and Geotechnical Engineering Type: Reinforced-soil physical testing; title-level evidence Geohazard Type: Hydrological and loading effects on abutments Relevance: 7/10

Core Problem: The verified study reports large-scale geosynthetic-reinforced abutment tests under hydrological changes and traffic loads.

Key Innovation: Not assessed from the available bibliographic record.

36. Fault-induced coal bursts in underground coal mines: Experimental and numerical investigations

Source: Journal of Rock Mechanics and Geotechnical Engineering Type: Coal-burst investigation; title-level evidence Geohazard Type: Fault-related mining rockbursts Relevance: 7/10

Core Problem: The verified study combines experimental and numerical investigation of fault-induced coal bursts.

Key Innovation: Not assessed from the available bibliographic record.

37. Energy conversion of NPR protective net under high-energy impacts

Source: Journal of Rock Mechanics and Geotechnical Engineering Type: High-energy protection systems; title-level evidence Geohazard Type: Impact protection Relevance: 7/10

Core Problem: The verified study examines energy conversion in an NPR protective net under high-energy impacts.

Key Innovation: Not assessed from the available bibliographic record.

38. How Hydrological Structural Connectivity Controls Red Soil Erosion During Multiple‐Intermittent Rainfalls

Source: Water Resources Research Type: Hillslope erosion experiments Geohazard Type: Reference: runoff–sediment connectivity Relevance: 6/10

Core Problem: Intermittent storms alter both erosion and the pathways that concentrate later runoff.

Key Innovation: Rainfall simulations and surface reconstruction reveal intensity-dependent evolution of rill connectivity and sediment export. The result informs hillslope process interpretation; it does not directly validate shallow-landslide initiation or a transferable debris-flow trigger threshold.

39. Role of critical normalized roughness in interface shear strength and particle breakage of carbonate and silica sands

Source: Bulletin of Engineering Geology and the Environment Type: Geotechnical interface experiments Geohazard Type: Reference: foundation shear behaviour Relevance: 6/10

Core Problem: Surface roughness affects both friction mobilization and particle breakage.

Key Innovation: Pile–sand interface tests compare carbonate and silica sands and identify a transition in normalized roughness near 0.25. The piecewise relation is tied to the tested interfaces and preparation, rather than a general design limit for every soil–structure contact.

40. Multi-product validation of SWOT water surface elevation in the Pantanal Rivers

Source: Science of Remote Sensing Type: River elevation validation; title-level evidence Geohazard Type: Reference: flood-observation inputs Relevance: 6/10

Core Problem: The verified study compares multiple SWOT water-surface-elevation products in Pantanal rivers.

Key Innovation: Not assessed from the available bibliographic record.

41. Physics-involved data-driven model for three-dimensional rock yield strength criterion

Source: Geoscience Frontiers Type: Rock-strength approximation Geohazard Type: Reference: constitutive inputs Relevance: 6/10

Core Problem: A learned yield surface needs separation from the physical criterion and test data used to construct it.

Key Innovation: A physics/data framework approximates three-dimensional rock yield behaviour and is compared with the GZZ criterion. Strong agreement with the reference surface supports the approximation task; it is not independent validation of rock-mass failure or field stability.

42. Few-shot learning-aided constitutive modelling of granular soils with knowledge transfer across different soil types

Source: Journal of Rock Mechanics and Geotechnical Engineering Type: Constitutive knowledge transfer Geohazard Type: Reference: granular-soil response modelling Relevance: 6/10

Core Problem: A model trained on one sand may not reproduce the response of another without adaptation.

Key Innovation: A few-shot, branching recurrent model transfers information between sand datasets built with tomography-informed particle simulations and additional material tests. This supports constitutive modelling research; direct slope-failure or hazard-warning performance is not evaluated.

43. Numerical investigation on interfacial behavior of soil-embedded fiber optic cables for distributed strain sensing

Source: Journal of Rock Mechanics and Geotechnical Engineering Type: Distributed sensing mechanics; title-level evidence Geohazard Type: Reference: ground-deformation monitoring Relevance: 6/10

Core Problem: The verified study numerically investigates soil–cable interface behaviour relevant to distributed fibre-optic strain sensing.

Key Innovation: Not assessed from the available bibliographic record.

44. Hydraulic fracturing in unsaturated tight clay-rich sandstones: The role of water weakening and injection pressure

Source: Journal of Rock Mechanics and Geotechnical Engineering Type: Hydraulic rock-fracture mechanics; title-level evidence Geohazard Type: Reference: water weakening and injection Relevance: 6/10

Core Problem: The verified study examines water weakening and injection pressure during hydraulic fracturing of unsaturated clay-rich sandstone.

Key Innovation: Not assessed from the available bibliographic record.