OFDataCommittee / mlfoam

Thoughts about ML committee for OpenFOAM
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Possible Committee Members #2

Closed hmarschall closed 2 years ago

hmarschall commented 2 years ago

Hi all,

I just wanted to open another item to collect up-to-date work related to data-driven modeling in OpenFOAM - in the hope to identify researchers as candidates to approach for becoming active members of this committee.

To start with, allow me to point to this work: https://www.researchgate.net/publication/356496618_Acceleration_of_Chemical_Kinetics_Computation_with_the_Learned_Intelligent_Tabulation_LIT_Method

Best regards, Holger

AndreWeiner commented 2 years ago

Hi Holger, the idea to collect work around data-driven modeling and OpenFOAM is excellent. I created a list in the README file with 3 major categories - research items, software projects, and educational material. I also wrote up some requirements (draft). I did a small google search on the projected you linked and it seems that the authors' work is not available. This raises the question of how much use the item would be for the community. Maybe we could split the list in something like papers with code and papers without code. What do you think? Best, Andre

hmarschall commented 2 years ago

Hi Andre, this makes sense to me. Maybe it's a good idea to distinguish code from literature, where implementations are described. We should collect both - a list of repos and a list of papers / reports. What do you think? Best regards, Holger

AndreWeiner commented 2 years ago

Sure, let's split the list into research articles and research+code.

tmaric commented 2 years ago

:+1: