32 citations · 32 across the 1 of their papers we have counts for
2 papers
cs.LG2023★ 32 cited
HomPINNs: homotopy physics-informed neural networks for solving the inverse problems of nonlinear differential equations with multiple solutions
Haoyang Zheng, Yao Huang, Ziyang Huang +2
Due to the complex behavior arising from non-uniqueness, symmetry, and bifurcations in the solution space, solving inverse problems of nonlinear differential equations (DEs) with m…
physics.flu-dyn2021
PCNN: A physics-constrained neural network for multiphase flows
Haoyang Zheng, Ziyang Huang, Guang Lin
The present study develops a physics-constrained neural network (PCNN) to predict sequential patterns and motions of multiphase flows (MPFs), which includes strong interactions amo…