A physics|informed data|driven seismic waveform inversion method

A physics-informed data-driven seismic waveform inversion method

Abstract. Physics-driven computational techniques, which suffer from ill-posedness and high computational cost, have long been the standard for ...

A physics-informed data-driven seismic waveform inversion method

CycleFCN: A Physics-Informed Data-driven Seismic Waveform Inversion Method. Peng Jin, Shihang Feng, Youzuo Lin, Brendt Wohlberg, and David Moulton, Los ...

(PDF) CycleFCN: A physics-informed data-driven seismic waveform ...

It provides a full treatment of correlation methods for seismic noise and event signals, and develops inverse methods for both ... [Show full abstract] sources ...

A physics-informed data-driven seismic waveform inversion method

Physics-driven computational techniques, which suffer from ill-posedness and high computational cost, have long been the standard for solving full-waveform ...

Physics-Informed Data-Driven Seismic Inversion - Authorea

The excellent performance of learning-based methods arises from its ability to exploit large amounts of high-quality training data, without the ...

A physics-informed data-driven seismic waveform inversion method ...

We design a cycle-consistency loss to connect two FCN networks that are trained to incorporate both seismic forward and inverse modeling. To ...

Physics-Guided Data-Driven Seismic Inversion: Recent progress ...

Physics-Guided Data-Driven Seismic Inversion: Recent progress and future opportunities in full-waveform inversion ... Abstract: The goal of ...

FWIGAN: Full‐Waveform Inversion via a Physics‐Informed ...

Unlike traditional full-waveform inversion (FWI) methods, we use the wave equation to generate simulated seismic data and use a neural network ...

Physics-Informed Data-Driven Seismic Inversion

The wave equation is the governing physics. (b) Trends of physics-guided machine learning techniques in computational seismic imaging. Six major.

Physics-Informed Data-Driven Seismic Inversion: Recent Progress ...

The wave equation is the governing physics. (b) Trends of physics-guided machine learning techniques in computational seismic imaging. Six major.

Data-driven Seismic Waveform Inversion: A Study on ... - NASA ADS

Acoustic- and elastic-waveform inversion is an important and widely used method to reconstruct subsurface velocity image. Waveform inversion is a typical ...

Data-Driven Seismic Waveform Inversion: A Study on ... - IEEE Xplore

Waveform inversion is a typical nonlinear and ill-posed inverse problem. Existing physics-driven computational methods for solving waveform ...

Physics-Guided Data-Driven Seismic Full-Waveform Inversion

Similar Records · CycleFCN: A Physics-Informed Data-driven Seismic Waveform Inversion Method. Conference · Building Subsurface Velocity Models ...

Physics-Consistent Data-driven Waveform Inversion with Adaptive ...

Abstract:Seismic full-waveform inversion (FWI) is a nonlinear computational imaging technique that can provide detailed estimates of ...

Physics-Consistent Data-driven Seismic Inversion with Adaptive ...

where the forward operator f represents the wave propagation as provided in Eq. (1). Physics-Based Inversion. Various explicit regularization techniques have ...

Physics-Guided Data-Driven Seismic Inversion: Recent progress ...

Request PDF | Physics-Guided Data-Driven Seismic Inversion: Recent progress and future opportunities in full-waveform inversion | The goal of seismic ...

An empirical study of large-scale data-driven full waveform inversion

Full waveform inversion (FWI) is a technique used to image the subsurface that has the potential to benefit from deep learning and large ...

Physics-Consistent Data-Driven Waveform Inversion with Adaptive ...

Technical Track B, Algorithms & Foundations: Physics-Consistent Data-Driven Waveform Inversion with Adaptive Data Augmentation by Youzou Lin ...

Full-waveform inversion of time-lapse seismic data using physics ...

Time-lapse (4D) full-waveform inversion (FWI) is an advanced seismic technique that can enable accurate estimation of changes in the subsurface properties.

Youzuo Lin - Publications - Google Sites

... Data driven methods for ultrasound computed tomography", Proc. of SPIE ... Zhongping Zhang and Youzuo Lin, “Data-driven Seismic Waveform Inversion: A ...