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cff-version: 1.2.0
title: "hyopml"
version: "0.1.0"
authors:
- family-names: Lechevallier
given-names: Antoine
- family-names: Desroziers
given-names: Sylvain
- family-names: Faney
given-names: Thibault
- family-names: Flauraud
given-names: Eric
- family-names: Nataf
given-names: Frédéric
date-released: 2025-01-01
doi: "10.1016/j.cageo.2025.105872"
url: "https://github.com/cssr-tools/hyopml"
keywords:
- Python
- OPM Flow
- Hybrid Newton
- Neural Network
references:
- type: article-journal
title: "Hybrid Newton method for the acceleration of well event handling in the simulation of CO₂ storage using supervised learning"
authors:
- family-names: Lechevallier
given-names: Antoine
- family-names: Desroziers
given-names: Sylvain
- family-names: Faney
given-names: Thibault
- family-names: Flauraud
given-names: Eric
- family-names: Nataf
given-names: Frédéric
journal: "Computers & Geosciences"
volume: 197
year: 2025
doi: "10.1016/j.cageo.2025.105872"
url: "https://www.sciencedirect.com/science/article/pii/S0098300425000226"
- type: paper-conference
title: "Incremental Machine Learning for Near-Well Prediction: A Non-Linear Preconditioning Approach to Faster History Matching"
authors:
- family-names: Lechevallier
given-names: Antoine
- family-names: Sandve
given-names: Tor Harald
- family-names: Landa-Marbán
given-names: David
- family-names: Kane
given-names: Birane
- family-names: Gasda
given-names: Sarah Eileen
event: "SPE Reservoir Simulation Conference"
location: "Galveston, Texas, USA"
month: 3
year: 2025
url: "https://doi.org/10.2118/223843-MS"
- type: preprint
title: "Fast Nonlinear Preconditioning for History Matching via Random Feature Learning"
authors:
- family-names: Lechevallier
given-names: Antoine
- family-names: Sandve
given-names: Tor Harald
- family-names: Landa-Marbán
given-names: David
- family-names: Kane
given-names: Birane
- family-names: Gasda
given-names: Sarah
year: 2025
url: "https://hal.archives-ouvertes.fr/hal-05091794"