Eikonet: Solving the eikonal equation with deep neural networks

JD Smith, K Azizzadenesheli… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The recent deep learning revolution has created enormous opportunities for accelerating
compute capabilities in the context of physics-based simulations. In this article, we propose …

A neural network based global traveltime function (GlobeNN)

MH Taufik, U Waheed, TA Alkhalifah - Scientific Reports, 2023 - nature.com
Global traveltime modeling is an essential component of modern seismological studies with
a whole gamut of applications ranging from earthquake source localization to seismic …

Neural Eikonal solver: Improving accuracy of physics-informed neural networks for solving eikonal equation in case of caustics

S Grubas, A Duchkov, G Loginov - Journal of Computational Physics, 2023 - Elsevier
The concept of physics-informed neural networks has become a useful tool for solving
differential equations due to its flexibility. A few approaches use this concept to solve the …

分区多步最短路径极值法多值多次反射波追踪

唐小平, 白超英, 刘宽厚 - 地球物理学进展, 2011 - dsjyj.com.cn
基于网格单元扩展的射线追踪算法, 如: 较为流行的有限差分解程函方程法和最短路径法均是
建立在费马(最小走时) 原理基础上的射线追踪算法, 只能进行单值(最小走时) …

The quadratic Wasserstein metric with squaring scaling for seismic velocity inversion

Z Li, Y Tang, J Chen, H Wu - arXiv preprint arXiv:2201.11305, 2022 - arxiv.org
The quadratic Wasserstein metric has shown its power in measuring the difference between
probability densities, which benefits optimization objective function with better convexity and …

Complexity in microseismic phase identification: full waveform modelling, traveltime computations and implications for event locations within the Groningen gas field

BDE Dando, V Oye, SP Näsholm… - Geophysical Journal …, 2019 - academic.oup.com
Determining accurate microseismic event locations at the Groningen gas field in the
Netherlands has important implications for understanding the ongoing induced seismicity …

Wave-equation-based travel-time seismic tomography – Part 2: Application to the 1992 Landers earthquake (Mw 7.3) area

P Tong, D Zhao, D Yang, X Yang, J Chen, Q Liu - Solid Earth, 2014 - se.copernicus.org
High-resolution 3-DP and S wave crustal velocity and Poisson's ratio models of the 1992
Landers earthquake (M w 7.3) area are determined iteratively by a wave-equation-based …

Theory and observations–Body waves: Ray methods and finite frequency effects

J Virieux, G Lambaré, B Romanowicz… - … and Structure of the …, 2007 - books.google.com
Since the first seismic signal (Figure 1) recorded at Potsdam (Germany) from an earthquake
in Japan, accumulation of seismic data (as shown by the stack of thousand of records …

Study on the Improved Method for Calculating Traveltime and Raypath of Multistage Fast Marching Method

Q Wu, HZ Mi, YB Li, YG Li - Minerals, 2022 - mdpi.com
The traditional Fast Marching Method (FMM) based on the finite-difference scheme can
solve the traveltime of first arrivals; however, the accuracy and efficiency of FMM are usually …

3D simultaneous traveltime inversion for velocity structure, hypocenter locations, and reflector geometry using multiple classes of arrivals

C Bai, G Huang, X Li, S Greenhalgh - Pure and Applied Geophysics, 2015 - Springer
Traditionally, traveltime tomography entails inversion of either the velocity field and the
reflector geometry sequentially, or the velocity field and the hypocenter locations …