Deep-learning inversion: a next generation seismic velocity-model building method

17 February 2019

Papers citing "Deep-learning inversion: a next generation seismic velocity-model building method"

39 / 39 papers shown

Title
Bayesian full waveform inversion with sequential surrogate model refinement G. Meles S. Marelli N. Linde 36 0 0 06 May 2025
Physics and Deep Learning in Computational Wave Imaging Youzuo Lin Shihang Feng J. Theiler Yinpeng Chen Umberto Villa Jing Rao John Greenhall Cristian Pantea M. Anastasio B. Wohlberg 34 0 0 10 Oct 2024
Cross-Domain Foundation Model Adaptation: Pioneering Computer Vision Models for Geophysical Data Analysis Zhixiang Guo Xinming Wu Luming Liang Hanlin Sheng Nuo Chen Zhengfa Bi AI4CE 57 1 0 22 Aug 2024
Accelerating Full Waveform Inversion By Transfer Learning Divya Singh L. Herrmann Qing Sun K. Dev Felix Dietrich Stefan Kollmannsberger 22 1 0 01 Aug 2024
Evaluating the transferability potential of deep learning models for climate downscaling Ayush Prasad P. Harder Qidong Yang Prasanna Sattegeri Daniela Szwarcman Campbell Watson David Rolnick 29 3 0 17 Jul 2024
Elastic Full-Waveform Inversion : How the physics of problem improves data-driven techniques? Vahid Negahdari S. R. Moghadasi Mohammad Reza Razvan 38 0 0 04 Jun 2024
Controllable seismic velocity synthesis using generative diffusion models Fu Wang Xinquan Huang T. Alkhalifah DiffM 27 4 0 09 Feb 2024
SVInvNet: A Densely Connected Encoder-Decoder Architecture for Seismic Velocity Inversion Mojtaba Najafi Khatounabad H. Keles Selma Kadioglu 45 0 0 13 Dec 2023
An Unsupervised Deep Learning Approach for the Wave Equation Inverse Problem Xiong-bin Yan Keke Wu Zhi-Qin John Xu Zheng Ma 19 0 0 08 Nov 2023
Deep Compressed Learning for 3D Seismic Inversion Maayan Gelboim Amir Adler Yen Sun Mauricio Araya-Polo 3DPC 11 2 0 31 Oct 2023
Edge-InversionNet: Enabling Efficient Inference of InversionNet on Edge Devices Zhepeng Wang Isaacshubhanand Putla Weiwen Jiang Youzuo Lin 24 2 0 14 Oct 2023
Deep Learning in Deterministic Computational Mechanics L. Herrmann Stefan Kollmannsberger AI4CE PINN 43 0 0 27 Sep 2023
Joint inversion of Time-Lapse Surface Gravity and Seismic Data for Monitoring of 3D CO $_2$ Plumes via Deep Learning A. Celaya Mauricio Araya-Polo 41 1 0 24 Sep 2023
An Empirical Study of Large-Scale Data-Driven Full Waveform Inversion Peng Jin Yinan Feng Shihang Feng Hanchen Wang Yinpeng Chen B. Consolvo Zicheng Liu Youzuo Lin AI4CE 25 8 0 28 Jul 2023
Deep transfer learning for detecting Covid-19, Pneumonia and Tuberculosis using CXR images -- A Review Irad Mwendo Kinyua Gikunda A. Maina 23 0 0 26 Mar 2023
Transfer Learning Enhanced Full Waveform Inversion Stefan Kollmannsberger Divya Singh L. Herrmann 23 5 0 22 Feb 2023
Using explainability to design physics-aware CNNs for solving subsurface inverse problems J. Crocker Krishna Kumar B. Cox 17 9 0 16 Nov 2022
Implicit Full Waveform Inversion with Deep Neural Representation Jian Sun K. Innanen AI4CE 40 32 0 08 Sep 2022
Inversion of Time-Lapse Surface Gravity Data for Detection of 3D CO $_2$ Plumes via Deep Learning A. Celaya B. Denel Yen Sun Mauricio Araya-Polo A. Price 3DPC 34 10 0 06 Sep 2022
Encoder-Decoder Architecture for 3D Seismic Inversion Maayan Gelboim A. Adler Yen Sun Mauricio Araya-Polo 3DV 16 9 0 29 Jul 2022
Deep Preconditioners and their application to seismic wavefield processing M. Ravasi 40 2 0 20 Jul 2022
A Frequency-Velocity CNN for Developing Near-Surface 2D Vs Images from Linear-Array, Active-Source Wavefield Measurements Aser Abbas J. Vantassel B. Cox Krishna Kumar J. Crocker 19 8 0 19 Jul 2022
An Intriguing Property of Geophysics Inversion Yinan Feng Yinpeng Chen Shihang Feng Peng Jin Zicheng Liu Youzuo Lin 44 12 0 28 Apr 2022
Complete identification of complex salt geometries from inaccurate migrated subsurface offset gathers using deep learning Ana Paula O. Muller J. Costa C. Bom E. Faria Matheus Klatt G. Teixeira M. P. de Albuquerque M. P. de Albuquerque 19 10 0 20 Apr 2022
Neural Architecture Search for Inversion Cheng Zhan Licheng Zhang Xin Zhao Chang-Chun Lee Shujiao Huang 16 0 0 05 Jan 2022
On the Robustness and Generalization of Deep Learning Driven Full Waveform Inversion Chengyuan Deng Youzuo Lin OOD 22 2 0 28 Nov 2021
OpenFWI: Large-Scale Multi-Structural Benchmark Datasets for Seismic Full Waveform Inversion Chengyuan Deng Shihang Feng Hanchen Wang Xitong Zhang Peng Jin Yinan Feng Qili Zeng Yinpeng Chen Youzuo Lin AI4CE 63 45 0 04 Nov 2021
Learning velocity model for complex media with deep convolutional neural networks A. Stankevich I. Nechepurenko A. Shevchenko L. Gremyachikh Andrey Ustyuzhanin A. Vasyukov 15 2 0 16 Oct 2021
Unsupervised Learning of Full-Waveform Inversion: Connecting CNN and Partial Differential Equation in a Loop Peng Jin Xitong Zhang Yinpeng Chen Sharon X. Huang Zicheng Liu Youzuo Lin 74 48 0 14 Oct 2021
Revisit Geophysical Imaging in A New View of Physics-informed Generative Adversarial Learning Fangshu Yang Jianwei Ma 20 8 0 23 Sep 2021
NuSPAN: A Proximal Average Network for Nonuniform Sparse Model -- Application to Seismic Reflectivity Inversion S. Mache P. Pokala K. Rajendran C. Seelamantula 53 4 0 01 May 2021
DuRIN: A Deep-unfolded Sparse Seismic Reflectivity Inversion Network S. Mache P. Pokala K. Rajendran C. Seelamantula 27 8 0 10 Apr 2021
InversionNet3D: Efficient and Scalable Learning for 3D Full Waveform Inversion Qili Zeng Shihang Feng B. Wohlberg Youzuo Lin 38 26 0 25 Mar 2021
Learning to Optimize: A Primer and A Benchmark Tianlong Chen Xiaohan Chen Wuyang Chen Howard Heaton Jialin Liu Zhangyang Wang W. Yin 52 225 0 23 Mar 2021
Beyond Convolutions: A Novel Deep Learning Approach for Raw Seismic Data Ingestion Zhaozhuo Xu Aditya Desai Menal Gupta A. Chandran A. Vial-Aussavy Anshumali Shrivastava 18 1 0 26 Feb 2021
Physics-Consistent Data-driven Waveform Inversion with Adaptive Data Augmentation Renán Rojas-Gómez Jihyun Yang Youzuo Lin J. Theiler B. Wohlberg 13 24 0 03 Sep 2020
Data-driven geophysics: from dictionary learning to deep learning Siwei Yu Jianwei Ma AI4CE 33 8 0 13 Jul 2020
ML-misfit: Learning a robust misfit function for full-waveform inversion using machine learning Bingbing Sun T. Alkhalifah 23 18 0 08 Feb 2020
Stochastic Gradient Descent for Non-smooth Optimization: Convergence Results and Optimal Averaging Schemes Ohad Shamir Tong Zhang 101 571 0 08 Dec 2012