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GeoBrain: Differentiable Subsurface Modeling

Getting Started

Installation
Quick Start
Architecture & Design

Modules

Geological Modeling (geobrain.geomodel)
Rock Physics (geobrain.physics.rock)
Wave Physics (geobrain.physics.wave)
Flow Simulation (geobrain.physics.flow)
Deterministic Inversion (geobrain.optim)
Bayesian Inference (geobrain.bayes)

Tutorials

Tutorial 01: Geostatistical Simulation
Tutorial 02: Advanced Geomodeling
Tutorial 03: Implicit Geological Modeling
Tutorial 04: Implicit Model Inversion
Tutorial 05: Rock Physics Modeling
Tutorial 06: Seismic AVO Forward Modeling
Tutorial 07: Acoustic Wave Propagation
Tutorial 08: Elastic Wave Propagation
Tutorial 09: Acoustic Full Waveform Inversion
Tutorial 10: Fluid Flow Simulation
Tutorial 11: Dynamic Well Modeling
Tutorial 12: Seismic Inversion (Deterministic)
Tutorial 13: Bayesian AVO Inversion
Tutorial 14: IBDP Bayesian Inversion with SVGD
Tutorial 15: Joint Seismic-Electrical Inversion (Sleipner)

Repository
Open issue

Index

By Mingliang Liu

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