Automating the SINDY workflow with Dataset Augmentation and Reduction

SciML / DataDrivenDiffEq.jl

Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization

https://docs.sciml.ai/DataDrivenDiffEq/stable/

MIT License

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Open dynamic-queries opened 2 years ago

dynamic-queries commented 2 years ago

Would ideas for augmenting the dataset (DelayEmbeddings.jl) and reducing the data, be welcome (in the scope of this package) for automating the model discovery workflow ?

ChrisRackauckas commented 2 years ago

Yes

AlCap23 commented 2 years ago

Hi! That would be awesome! We had a brief discussion on this a long time ago in in #56 and #5 .

For some hints - if you haven't already seen this - there is Hankel DMD and also HAVOK for test cases.