Fault geometry invariance and dislocation potential in antiplane crustal deformation: physics-informed simultaneous solutions

Abstract Earthquake-induced crustal deformation provides valuable insights into the mechanisms of tectonic processes. Dislocation models offer a fundamental framework for comprehending such deformation, and two-dimensional antiplane dislocations are used to describe strike-slip faults. Previous earthquake deformation analyses observed that antiplane dislocations due to uniform fault slips are influenced predominantly by fault tips. Here, we state a general principle of fault geometry invariance in antiplane dislocations and exploit its theoretical consequence to define dislocation potentials that enable a streamlined crustal deformation analysis. To demonstrate the benefits of this theory, we present an analytical example and construct a rapid numerical solver for crustal deformation caused by variable fault slip scenarios using physics-informed neural networks, whose mesh-free property is suitable for modeling dislocation potentials. Fault geometry invariance and the dislocation potential may further the analysis of antiplane crustal deformation, particularly for uncertainty quantification and inversion analysis regarding unknown fault geometries in realistic crustal structures.

Authors

Institutions

Publication Details

Journal
Progress in Earth and Planetary Science
Published
2024-09-14
DOI
https://doi.org/10.1186/s40645-024-00654-7
Citations
6
Primary Topic
High-pressure geophysics and materials
Type
article
Field-Weighted Citation Impact
3.21
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Fault geometry invariance and dislocation potential in antiplane crustal deformation: physics-informed simultaneous solutions

Tomohisa Okazaki, Kazuro Hirahara, Naonori Ueda
6 citations
Progress in Earth and Planetary Science
High-pressure geophysics and materials
3.21
article

Fault geometry invariance and dislocation potential in antiplane crustal deformation: physics-informed simultaneous solutions

Tomohisa Okazaki, Kazuro Hirahara, Naonori Ueda
article en
6 citations

Abstract

Abstract Earthquake-induced crustal deformation provides valuable insights into the mechanisms of tectonic processes. Dislocation models offer a fundamental framework for comprehending such deformation, and two-dimensional antiplane dislocations are used to describe strike-slip faults. Previous earthquake deformation analyses observed that antiplane dislocations due to uniform fault slips are influenced predominantly by fault tips. Here, we state a general principle of fault geometry invariance in antiplane dislocations and exploit its theoretical consequence to define dislocation potentials that enable a streamlined crustal deformation analysis. To demonstrate the benefits of this theory, we present an analytical example and construct a rapid numerical solver for crustal deformation caused by variable fault slip scenarios using physics-informed neural networks, whose mesh-free property is suitable for modeling dislocation potentials. Fault geometry invariance and the dislocation potential may further the analysis of antiplane crustal deformation, particularly for uncertainty quantification and inversion analysis regarding unknown fault geometries in realistic crustal structures.

Progress in Earth and Planetary ScienceVol. 11(1)
RIKEN Center for Advanced Intelligence Project (JP), Kyoto Seika University (JP)
Openalex Percentile: Top 8%
High-pressure geophysics and materials
3.21
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.