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

IF 3.5 3区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Progress in Earth and Planetary Science Pub Date : 2024-09-14 DOI:10.1186/s40645-024-00654-7
Tomohisa Okazaki, Kazuro Hirahara, Naonori Ueda
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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.

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反平面地壳变形中的断层几何不变性和位错势:物理学信息同步解法
地震引起的地壳变形为了解构造过程的机制提供了宝贵的见解。位错模型为理解这种变形提供了一个基本框架,二维反平面位错用于描述走向滑动断层。以往的地震变形分析表明,均匀断层滑动引起的反平面位错主要受断层尖端的影响。在此,我们阐述了反平面位错中断层几何不变性的一般原理,并利用其理论结果定义了位错势,从而简化了地壳变形分析。为了证明这一理论的益处,我们提出了一个分析示例,并利用物理信息神经网络构建了一个快速数值求解器,用于分析可变断层滑移情况引起的地壳变形。断层几何不变性和位错电位可进一步分析反平面地壳变形,特别是对现实地壳结构中未知断层几何的不确定性量化和反演分析。
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来源期刊
Progress in Earth and Planetary Science
Progress in Earth and Planetary Science Earth and Planetary Sciences-General Earth and Planetary Sciences
CiteScore
6.50
自引率
5.10%
发文量
59
审稿时长
31 weeks
期刊介绍: Progress in Earth and Planetary Science (PEPS), a peer-reviewed open access e-journal, was launched by the Japan Geoscience Union (JpGU) in 2014. This international journal is devoted to high-quality original articles, reviews and papers with full data attached in the research fields of space and planetary sciences, atmospheric and hydrospheric sciences, human geosciences, solid earth sciences, and biogeosciences. PEPS promotes excellent review articles and welcomes articles with electronic attachments including videos, animations, and large original data files. PEPS also encourages papers with full data attached: papers with full data attached are scientific articles that preserve the full detailed raw research data and metadata which were gathered in their preparation and make these data freely available to the research community for further analysis.
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