Physics|Informed Data|Driven Seismic Inversion

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

The goal of seismic inversion is to obtain subsurface properties from surface measurements. Seismic images have proven valuable, ...

Physics-Informed Data-Driven Seismic Inversion - Authorea

The goal of seismic inversion is to obtain subsurface properties from surface measurements. Seismic images have proven valuable, ...

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 ...

Physics-Informed Data-Driven Seismic Inversion

1: (a) Physics-guided data-driven seismic imaging. The wave equation is the governing physics. (b) Trends of physics-guided machine learning ...

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

1: (a) Physics-informed data-driven seismic imaging. The wave equation is the governing physics. (b) Trends of physics-guided machine learning ...

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 ...

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

PDF | On Sep 30, 2020, Peng Jin and others published CycleFCN: A physics-informed data-driven seismic waveform inversion method | Find, read and cite all ...

Physics-informed neural network for seismic wave inversion ... - arXiv

The entire network is end-to-end and constrained by both sparse measurement data and the underlying physical laws (i.e., governing equations and ...

Physics-informed W-Net GAN for the direct stochastic inversion of ...

Geostatistical seismic rock physics AVA inversion with data-driven elastic properties update. IEEE Trans. Geosci. Remote Sens. 60, 1–15 ...

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

Solving the seismic full-waveform inversion (FWI) problem can be challenging due to its ill-posedness and high computational cost. We develop a new hybrid.

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 ...

SC-02: SEG DISC: Physics and Data Driven Seismic Data Analysis

The entire suite of seismic processing and inversion algorithms starting from stacking velocity analysis to full waveform inversion is developed on these ...

Joint physics-based and data-driven time-lapse seismic inversion

We begin by discussing the methodology of physics-based and data-driven inversions and then outline their application to time-lapse seismic data ...

Review of physics-informed machine-learning inversion of ...

... data-driven machine ... Workflow for the parallel PIML inversion of seismic data. The key assumption ...

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

In this work, we develop a novel inversion technique that combines physics-driven models with data-driven methodologies based on the fully ...

Physics-guided deep learning for seismic inversion - CREWES

Comparisons demonstrate that, given the same training dataset, the hybrid-trained network outperforms the traditional fully data- driven network. Additionally, ...

Joint physics-based and data-driven time-lapse seismic inversion

... physics-based full-waveform inversion (FWI) and data ... Joint physics-based and data-driven time-lapse seismic inversion: Mitigating data scarcity.

Probabilistic seismic inversion based on physics-guided deep ...

Double-scale supervised inversion with a data-driven forward model for low-frequency impedance recovery. Geophysics, 87 (2) (2021), pp. R165-R181, 10.1190 ...

Physics-Guided Data-Driven Seismic Inversion - OUCI

Physics-Guided Data-Driven Seismic Inversion: Recent Progress and Future Opportunities in Full Waveform Inversion. https://doi.org/10.1002/essoar.10511175.2.

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

Dive into the research topics of 'Physics-Guided Data-Driven Seismic Inversion: Recent progress and future opportunities in full-waveform inversion'. Together ...