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Physics-informed neural networks (PINNs) for fluid mechanics: a review

20211,641 citationsReviewgreen Open Access

Authors

Shengze Cai · Brown University

Zhiping Mao · Xiamen University

Zhicheng Wang · Dalian University of Technology

Minglang Yin · Brown University

George Em Karniadakis · Brown University

Topics & Keywords

Model Reduction and Neural Networks Fluid Dynamics and Turbulent Flows Fluid Dynamics and Vibration Analysis

UN Sustainable Development Goals

Life below water

Publication Details

Published in: Acta Mechanica Sinica

Volume 37, Issue 12, pp. 1727-1738

DOI: 10.1007/s10409-021-01148-1

Field-Weighted Citation Impact: 110.59

Physics-informed neural networks (PINNs) for fluid mechanics: a review | Researchclopedia