activity
20202026
most citedHomPINNs: homotopy physics-informed neural networks for solving the inverse problems of nonlinear differential equations with multiple solutions

32 citations · 32 across the 2 of their papers we have counts for

collaborators

8 papers

physics.comp-ph2026

Consistent and bound-preserving finite-volume WENO scheme for compressible two-/-phase flows with Phase-Field mechanism

Ziyang Huang

In the present study, we propose a consistent and bound-preserving finite-volume WENO scheme that satisfies the requirements of consistency, conservation, equilibrium, and bound pr…

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…

physics.flu-dyn2021

Implementing contact angle boundary conditions for second-order Phase-Field models of wall-bounded multiphase flows

Ziyang Huang, Guang Lin, Arezoo M. Ardekani

In the present work, a general formulation is proposed to implement the contact angle boundary conditions for the second-order Phase-Field models, which is applicable to -phase…

physics.comp-ph2021

A consistent and conservative Phase-Field model for thermo-gas-liquid-solid flows including liquid-solid phase change

Ziyang Huang, Guang Lin, Arezoo M. Ardekani

In the present study, a consistent and conservative Phase-Field model is developed to study thermo-gas-liquid-solid flows with liquid-solid phase change. The proposed model is deri…

physics.comp-ph2021

A consistent and conservative model and its scheme for -phase--component incompressible flows

Ziyang Huang, Guang Lin, Arezoo M. Ardekani

In the present work, we propose a consistent and conservative model for multiphase and multicomponent incompressible flows, where there can be arbitrary numbers of phases and compo…