Why “AI” models for predicting soil liquefaction have been ignored, plus some that shouldn't be

BW Maurer, MD Sanger - Earthquake Spectra, 2023 - journals.sagepub.com
Soil liquefaction remains an important and interesting problem that has attracted the
development of enumerable prediction models. Increasingly, these models are utilizing …

An AI driven, mechanistically grounded geospatial liquefaction model for rapid response and scenario planning

M Geyin, BW Maurer, K Christofferson - Soil Dynamics and Earthquake …, 2022 - Elsevier
Geospatial models for predicting soil liquefaction infer subsurface traits via satellite remote
sensing and mapped information, rather than directly measure them with subsurface tests …

Megazonation of earthquake-induced soil liquefaction hazard in continental Europe

F Bozzoni, R Bonì, D Conca, CG Lai, E Zuccolo… - Bulletin of Earthquake …, 2021 - Springer
Mapping large territories for earthquake-induced soil liquefaction hazard may sound like an
oxymoron since soil liquefaction is by itself a spatially highly localized phenomenon. Thus …

Probabilistic framework for regional loss assessment due to earthquake-induced liquefaction including epistemic uncertainty

C Yilmaz, V Silva, G Weatherill - Soil Dynamics and Earthquake …, 2021 - Elsevier
For seismic risk assessments, ground shaking is generally considered the primary cause of
building damage. However, earthquake-induced liquefaction can also create significant …

Technical guidelines for the assessment of earthquake induced liquefaction hazard at urban scale

CG Lai, F Bozzoni, D Conca, A Famà… - Bulletin of Earthquake …, 2021 - Springer
Microzonation for earthquake-induced liquefaction hazard is the subdivision of a territory at
a municipal or submunicipal scale in areas characterized by the same probability of …

An inter-disciplinary and multi-scale approach to assess the spatial variability of ground motion for seismic microzonation: the case study of Cavezzo municipality in …

CG Lai, V Poggi, A Famà, E Zuccolo, F Bozzoni… - Engineering …, 2020 - Elsevier
Seismic microzonation represents a basic tool for prevention activity planning and land
management. An extensive and detailed microzonation study was performed with reference …

A computational platform to assess liquefaction-induced loss at critical infrastructures scale

A Meslem, H Iversen, K Iranpour, D Lang - Bulletin of Earthquake …, 2021 - Springer
In the framework of the multi-disciplinary LIQUEFACT project, funded under the European
Commission's Horizon 2020 program, the LIQUEFACT Reference Guide software has been …

Seismic Liquefaction of Saturated Calcareous Sands: Dynamic Centrifuge Test and Numerical Simulation

W Lyu, Y Yuan, P Chen, X Liang, J Deng, C Li - Applied Sciences, 2022 - mdpi.com
Both a dynamic centrifuge test and dynamic finite element analysis were carried out to
assess the seismic liquefaction risk of a saturated-calcareous-sand site in a port project in …

Seismic analysis of a liquefiable soil foundation-embankment system: life cycle performance and mitigation

C Khalil - 2021 - theses.hal.science
The main goal of the performance-based design is the probabilistic evaluation of the system-
level performance of structures due to earthquakes. A framing equation was proposed by the …