Data science in CFD

MangoNrFive · August 20, 2018, 06:35

Hello,

recently read some papers about data science in CFD.
Mainly extracting flow features of complex simulations like DNS and LES in a reduced order model (ROM) using deep learning. But it seems to be only scratching on the surface with simple test cases.

Do you think this will be a thing in the future, or just some playing around?
Anyone already applying data science methods for CFD?
I would be interested in what's your take on the subject.

vesp · August 29, 2018, 15:27

Dear Mango,
here is a pretty heated discussion going on about machine learning methods in CFD: Artificial Intelligence in CFD

Maybe this is of interest to you!
Best
Vesparian

KarthickRajkumar · October 6, 2021, 08:17

Quote:

Originally Posted by MangoNrFive

Hello,

recently read some papers about data science in CFD.
Mainly extracting flow features of complex simulations like DNS and LES in a reduced order model (ROM) using deep learning. But it seems to be only scratching on the surface with simple test cases.

Do you think this will be a thing in the future, or just some playing around?
Anyone already applying data science methods for CFD?
I would be interested in what's your take on the subject.

Hi Philipp Wiedemer,

I know the thread is 2 years old. I am starting to work on analysis of flow features from large LES data. If possible, could you share the literature on extracting/analysis flow features from DNS/LES data?
Thanks,
Karthick

ellieellie · September 14, 2023, 04:53

Quote:

Originally Posted by MangoNrFive

Hello,

recently read some papers about data science in CFD.
Mainly extracting flow features of complex simulations like DNS and LES in a reduced order model (ROM) using deep learning. But it seems to be only scratching on the surface with simple test cases.

Do you think this will be a thing in the future, or just some playing around?
Anyone already applying data science methods for CFD?
I would be interested in what's your take on the subject.

I am also interested in that.
Any updates?

August 20, 2018, 06:35	Data science in CFD	#1
MangoNrFive Member Philipp Wiedemer Join Date: Dec 2016 Location: Munich, Germany Posts: 32 Rep Power: 8	Hello, recently read some papers about data science in CFD. Mainly extracting flow features of complex simulations like DNS and LES in a reduced order model (ROM) using deep learning. But it seems to be only scratching on the surface with simple test cases. Do you think this will be a thing in the future, or just some playing around? Anyone already applying data science methods for CFD? I would be interested in what's your take on the subject. vignesh_n likes this.

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August 29, 2018, 15:27		#2
vesp Member Join Date: Aug 2018 Posts: 77 Rep Power: 7	Dear Mango, here is a pretty heated discussion going on about machine learning methods in CFD: Artificial Intelligence in CFD Maybe this is of interest to you! Best Vesparian