AK@futurebird @dalias most of the time applying ML to physical models will produce an over-linearized black-box solution compared to using known equations to solve, simulate, and optimize whatever you’re trying to do. In situations where simulation is resource intensive to do at full fidelity we have tools like domain-specific reduced -order models.
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