Work

A physics-informed neural network method for modeling one-dimensional water flow without roughness coefficient input

Year: 2025

Type: article

Source: Physics of Fluids

DOI: 10.1063/5.0266451

Authors: Xu Yang, Lingling Wang, Jianjian Cui, Jin Xu, Mengtian Wu, Jie Liu, Hai Zhu

Institution: Hohai University

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, National Key Research and Development Program of China, Water Conservancy Science and Technology Project of Jiangsu Province

Awards: G3775744012, G4902817540, G5926930649, G954883738, G971824924

OpenAlex ID: W4411978728

FWCI: 2.59

Cites: 43

Cited by: 6

Related to: 10