Industry-scale CO2 Flow Simulations with Model-Parallel Fourier Neural Operators
Philipp Witte, Russell Hewett, Ranveer Chandra
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning | December 2022
Publications
Publications by Year
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Surrogate Modeling for Methane Dispersion Simulations Using Fourier Neural Operator
Qie Zhang, Micro Milletari, Yagna Oruganti, Philipp Witte
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning | December 2022
Proposal Track
SciAI4Industry – Solving PDEs for industry-scale problems with deep learning
Philipp Witte, Russell Hewett, Kumar Saurabh, AmirHossein Sojoodi, Ranveer Chandra
November 2022
Accelerating innovation with software abstractions for scalable computational geophysics
Mathias Louboutin, Philipp Witte, Ali Siahkoohi, Gabrio Rizzuti, Ziyi Yin, Rafael Orozco, Felix Herrmann
International Meeting for Applied Geoscience & Energy (IMAGE) | October 2022
Open Benchmarking Platform for Data Inversion Methods
Gerard Gorman, Fabio Luporini, Amik St-Cyr, Alexander Loddoch, A. Souza, Philipp Witte, Ken Hester, Fabrice Dupros, Mauricio Araya
Sixth EAGE High Performance Computing Workshop | September 2022
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Low-cost time-lapse seismic imaging of CCS with the joint recovery model
Felix J. Herrmann, Mathias Louboutin, Ziyi Yin, Philipp Witte
IMAGE 2021 | September 2021
Workshop: Geophysical Challenges in Presalt Carbonates
InvertibleNetworks.jl – Memory efficient deep learning in Julia
Philipp Witte, Mathias Louboutin, Ali Siahkoohi, Felix J. Herrmann, Gabrio Rizzuti, Bas Peters
JuliaCon 2021 | July 2021
Redwood: A framework for clusterless supercomputing in the cloud
JuliaCon 2021 | July 2021
Preconditioned training of normalizing flows for variational inference in inverse problems
Ali Siahkoohi, Gabrio Rizzuti, Mathias Louboutin, Philipp Witte, Felix J. Herrmann
AABI 2021 | January 2021
Publications by Research Area
-
Surrogate Modeling for Methane Dispersion Simulations Using Fourier Neural Operator
Qie Zhang, Micro Milletari, Yagna Oruganti, Philipp Witte
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning | December 2022
Proposal Track
Industry-scale CO2 Flow Simulations with Model-Parallel Fourier Neural Operators
Philipp Witte, Russell Hewett, Ranveer Chandra
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning | December 2022
SciAI4Industry – Solving PDEs for industry-scale problems with deep learning
Philipp Witte, Russell Hewett, Kumar Saurabh, AmirHossein Sojoodi, Ranveer Chandra
November 2022
InvertibleNetworks.jl – Memory efficient deep learning in Julia
Philipp Witte, Mathias Louboutin, Ali Siahkoohi, Felix J. Herrmann, Gabrio Rizzuti, Bas Peters
JuliaCon 2021 | July 2021
Redwood: A framework for clusterless supercomputing in the cloud
JuliaCon 2021 | July 2021
Preconditioned training of normalizing flows for variational inference in inverse problems
Ali Siahkoohi, Gabrio Rizzuti, Mathias Louboutin, Philipp Witte, Felix J. Herrmann
AABI 2021 | January 2021
-
SciAI4Industry – Solving PDEs for industry-scale problems with deep learning
Philipp Witte, Russell Hewett, Kumar Saurabh, AmirHossein Sojoodi, Ranveer Chandra
November 2022
Accelerating innovation with software abstractions for scalable computational geophysics
Mathias Louboutin, Philipp Witte, Ali Siahkoohi, Gabrio Rizzuti, Ziyi Yin, Rafael Orozco, Felix Herrmann
International Meeting for Applied Geoscience & Energy (IMAGE) | October 2022
-
Open Benchmarking Platform for Data Inversion Methods
Gerard Gorman, Fabio Luporini, Amik St-Cyr, Alexander Loddoch, A. Souza, Philipp Witte, Ken Hester, Fabrice Dupros, Mauricio Araya
Sixth EAGE High Performance Computing Workshop | September 2022
-
Low-cost time-lapse seismic imaging of CCS with the joint recovery model
Felix J. Herrmann, Mathias Louboutin, Ziyi Yin, Philipp Witte
IMAGE 2021 | September 2021
Workshop: Geophysical Challenges in Presalt Carbonates
Publications by Type
-
SciAI4Industry – Solving PDEs for industry-scale problems with deep learning
Philipp Witte, Russell Hewett, Kumar Saurabh, AmirHossein Sojoodi, Ranveer Chandra
November 2022
-
Surrogate Modeling for Methane Dispersion Simulations Using Fourier Neural Operator
Qie Zhang, Micro Milletari, Yagna Oruganti, Philipp Witte
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning | December 2022
Proposal Track
Industry-scale CO2 Flow Simulations with Model-Parallel Fourier Neural Operators
Philipp Witte, Russell Hewett, Ranveer Chandra
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning | December 2022
Accelerating innovation with software abstractions for scalable computational geophysics
Mathias Louboutin, Philipp Witte, Ali Siahkoohi, Gabrio Rizzuti, Ziyi Yin, Rafael Orozco, Felix Herrmann
International Meeting for Applied Geoscience & Energy (IMAGE) | October 2022
Open Benchmarking Platform for Data Inversion Methods
Gerard Gorman, Fabio Luporini, Amik St-Cyr, Alexander Loddoch, A. Souza, Philipp Witte, Ken Hester, Fabrice Dupros, Mauricio Araya
Sixth EAGE High Performance Computing Workshop | September 2022
Low-cost time-lapse seismic imaging of CCS with the joint recovery model
Felix J. Herrmann, Mathias Louboutin, Ziyi Yin, Philipp Witte
IMAGE 2021 | September 2021
Workshop: Geophysical Challenges in Presalt Carbonates
InvertibleNetworks.jl – Memory efficient deep learning in Julia
Philipp Witte, Mathias Louboutin, Ali Siahkoohi, Felix J. Herrmann, Gabrio Rizzuti, Bas Peters
JuliaCon 2021 | July 2021
Redwood: A framework for clusterless supercomputing in the cloud
JuliaCon 2021 | July 2021
Preconditioned training of normalizing flows for variational inference in inverse problems
Ali Siahkoohi, Gabrio Rizzuti, Mathias Louboutin, Philipp Witte, Felix J. Herrmann
AABI 2021 | January 2021