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Seismic Imaging
Circle in Earth Sciences
 
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SFA-GTM: Seismic Facies Analysis Based on Generative Topographic Map and RBF
Posted by Mark Field in Seismic Imaging and Seismic Attribute Analysis for Reservoir Characterization

Computational Engineering, Finance, and Science

Geophysics

Seismic facies identification plays a significant role in reservoir characterization. It helps in identifying the various lithological and stratigraphical changes in reservoir properties. Wi....
An Ensemble 4D Seismic History Matching Framework with Sparse Representation Bas ...
Posted by Mark Field in Seismic Imaging and Seismic Attribute Analysis for Reservoir Characterization

Data Analysis, Statistics and Probability

Numerical Analysis

Optimization and Control

Geophysics

Computation

In this work we propose an ensemble 4D seismic history matching framework for reservoir characterization. Compared to similar existing frameworks in reservoir engineering community, the prop....
Machine Learning and Seismic Attributes for Petroleum Prospect Generation and Ev ...
Posted by Mark Field in Seismic Imaging and Seismic Attribute Analysis for Reservoir Characterization

Geophysics

The growing number of seismic and elastic attributes poses a challenge, making the full benefit from each attribute in characterizing geological formation very difficult, if not impossible. ....
Stochastic full waveform inversion with deep generative prior for uncertainty qu ...
Posted by Mark Field in Seismic Imaging and Full-waveform inversion techniques

Geophysics

Machine Learning

Computation

To obtain high-resolution images of subsurface structures from seismic data, seismic imaging techniques such as Full Waveform Inversion (FWI) serve as crucial tools. However, FWI involves so....