355 citations · 468 across the 28 of their papers we have counts for
8 papers · 1 filter
AGENTS4GEOS: agentic platform for open-source multi-physics simulation
Adriano M. A. Côrtes, Roberto M. Velho, Fernando A. Rochinha +3
Multi-physics simulations are essential for understanding and monitoring intricate subsurface processes such as CO2 storage. Their computational demands call for surrogate models a…
Uncertainty Quantification in Seismic Inversion Through Integrated Importance Sampling and Ensemble Methods
Luping Qu, Mauricio Araya-Polo, Laurent Demanet
Seismic inversion is essential for geophysical exploration and geological assessment, but it is inherently subject to significant uncertainty. This uncertainty stems primarily from…
Deep Compressed Learning for 3D Seismic Inversion
Maayan Gelboim, Amir Adler, Yen Sun +1
We consider the problem of 3D seismic inversion from pre-stack data using a very small number of seismic sources. The proposed solution is based on a combination of compressed-sens…
Joint inversion of Time-Lapse Surface Gravity and Seismic Data for Monitoring of 3D CO Plumes via Deep Learning
Adrian Celaya, Mauricio Araya-Polo
We introduce a fully 3D, deep learning-based approach for the joint inversion of time-lapse surface gravity and seismic data for reconstructing subsurface density and velocity mode…
Encoder-Decoder Architecture for 3D Seismic Inversion
Maayan Gelboim, Amir Adler, Yen Sun +1
Inverting seismic data to build 3D geological structures is a challenging task due to the overwhelming amount of acquired seismic data, and the very-high computational load due to…
LSTM-driven Forecast of CO2 Injection in Porous Media
Gerald Kelechi Ekechukwu, Romain de Loubens, Mauricio Araya-Polo
The ability to simulate the partial differential equations (PDE's) that govern multi-phase flow in porous media is essential for different applications such as geologic sequestrati…