Dual-Driven Solver for Reconstructing the Point Sources of Elastic Wave Based on Far-Field Data

Author:

Meng Pinchao12ORCID,Chai Yuanyuan1,Yin Weishi12

Affiliation:

1. School of Mathematics and Statistics, Changchun University of Science and Technology, Changchun 130022, China

2. Experiment Centre of Mathematics, Changchun University of Science and Technology, Changchun 130022, China

Abstract

Aiming at the inverse source problem of an elastic wave, a dual-driver solver is considered to reconstruct the point sources. In this way, the number, location, and magnitude of the point sources can be reconstructed from far-field measurement data. The solver is composed of a data-driven module and a physical-driven module, which is coupled by a loss. The loss of the data-driven module and the physical-driven module are both the driving force of the solver evolution. The solver takes the far-field data as the input, and the number, location, and magnitude of the point sources as the output. It is trained by the Adam algorithm. Numerical experiments show that this method is effective for reconstructing the multi-sources.

Publisher

MDPI AG

Subject

General Physics and Astronomy

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Automating the discovery of partial differential equations in dynamical systems;Machine Learning: Science and Technology;2024-08-14

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