Search Results for author: Wenjie Yao

Found 1 papers, 1 papers with code

Physics-informed neural networks with hard constraints for inverse design

4 code implementations9 Feb 2021 Lu Lu, Raphael Pestourie, Wenjie Yao, Zhicheng Wang, Francesc Verdugo, Steven G. Johnson

We achieve the same objective as conventional PDE-constrained optimization methods based on adjoint methods and numerical PDE solvers, but find that the design obtained from hPINN is often simpler and smoother for problems whose solution is not unique.

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