4d-seismic-neural-inversion
Deep Neural Networks for Map-Based 4D Seismic Pressure-Saturation Inversion
https://github.com/jesperdramsch/4d-seismic-neural-inversion
Science Score: 44.0%
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✓CITATION.cff file
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○Scientific vocabulary similarity
Low similarity (2.9%) to scientific vocabulary
Repository
Deep Neural Networks for Map-Based 4D Seismic Pressure-Saturation Inversion
Basic Info
- Host: GitHub
- Owner: JesperDramsch
- License: apache-2.0
- Language: Jupyter Notebook
- Default Branch: master
- Size: 963 KB
Statistics
- Stars: 30
- Watchers: 5
- Forks: 12
- Open Issues: 0
- Releases: 1
Metadata Files
README.md
Deep Neural Networks for Map-Based 4D Seismic Pressure-Saturation Inversion
This repository reproduces the results in the following publications:
Dramsch, J. S., Corte, G., Amini, H., Lüthje, M., & MacBeth, C.. (2019, April). Deep Learning Application for 4D Pressure Saturation Inversion Compared to Bayesian Inversion on North Sea Data. In Second EAGE Workshop Practical Reservoir Monitoring 2019.
Dramsch, J. S., Corte, G., Amini, H., MacBeth, C., & Lüthje, M.. (2019). Including Physics in Deep Learning--An example from 4D seismic pressure saturation inversion. arXiv preprint arXiv:1904.02254.
Architecture
The network architecture includes basic physics (AVO) on the input data to learn noisy gradients and learn the residual.
Results
Owner
- Name: Jesper Dramsch
- Login: JesperDramsch
- Kind: user
- Location: Bonn
- Company: @ECMWF
- Website: dramsch.net
- Repositories: 101
- Profile: https://github.com/JesperDramsch
Scientist for Machine Learning. 🦾 No step on snek. 🐍 You miss 99% of the benchmarks you don't overfit on.
Citation (CITATION.cff)
cff-version: 1.2.0
message: "If you use this software, please cite the accompanying papers as below."
authors:
- family-names: "Dramsch"
given-names: "Jesper Sören"
orcid: "0000-0001-8273-905X"
title: "Deep Neural Networks for Map-Based 4D Seismic Pressure-Saturation Inversion"
version: 1.0
doi: 10.6084/m9.figshare.11396184.v1
date-released: 2019-12-18
url: "https://github.com/JesperDramsch/4D-seismic-neural-inversion"
preferred-citation:
type: proceedings
authors:
- family-names: "Dramsch"
given-names: "Jesper Sören"
orcid: "0000-0001-8273-905X"
- family-names: "Corte"
given-names: "Gustavo"
- family-names: "Amini"
given-names: "Hamed"
orcid: "0000-0001-9588-6374"
- family-names: "Lüthje"
given-names: "Mikael"
orcid: "0000-0003-2715-1653"
- family-names: "MacBeth"
given-names: "Colin"
orcid: "0000-0001-8593-3456"
doi: "10.3997/2214-4609.201900028"
journal: "Second EAGE Workshop Practical Reservoir Monitoring 2019"
month: 4
start: 1 # First page number
end: 5 # Last page number
title: "Deep Learning Application for 4D Pressure Saturation Inversion Compared to Bayesian Inversion on North Sea Data"
issue: 2
volume: 1
year: 2019
GitHub Events
Total
- Watch event: 6
- Fork event: 3
Last Year
- Watch event: 6
- Fork event: 3
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Last synced: over 1 year ago
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- Average comments per issue: 0
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Past Year
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