Work

Phase-field physics-informed neural networks for multiphase flow simulations in axisymmetric coordinates with applications of bubble rising in multiple regimes

Year: 2025

Type: article

Source: Physics of Fluids

DOI: 10.1063/5.0281713

Authors: Chichao Huang, Guanghang Wang, Jingzhu Wang, Rundi Qiu, Yiwei Wang

Institutions: Chinese Academy of Sciences, Institute of Mechanics, University of Chinese Academy of Sciences

Language: English

Topic: Model Reduction and Neural Networks

Subfield: Statistical and Nonlinear Physics

Field: Physics and Astronomy

Domain: Physical Sciences

Open Access status: closed

Funders: National Natural Science Foundation of China, Youth Innovation Promotion Association of the Chinese Academy of Sciences

Awards: G3281306182, G3321013484, G4085799365, G6141858082, G6531065145, G7038522709, G7880049001

OpenAlex ID: W4412928992

FWCI: 0.896

Cites: 43

Cited by: 3

Related to: 10