Concepedia

Shengfeng Xu

SX

6

Publications

183

Citations

6

H-Index

2022

Active since

Affiliations

Chinese Academy of Sciences(Current)

Institute of Mechanics

University of Chinese Academy of Sciences

Shengfeng Xu is an author at Chinese Academy of Sciences specializing in fluid mechanics, numerical simulation, and engineering.

Top concepts

EngineeringFluid DynamicsNumerical SimulationMultiphase FlowInverse ProblemsPhysicsTurbulenceData ScienceAeroacousticsDeep Learning

Publications per year

2022–2025

6

Publications

6

A practical approach to flow field reconstruction with sparse or incomplete data through physics informed neural network

Shengfeng Xu, Zhenxu Sun, Renfang Huang et al. · Acta Mechanica Sinica · 2022 · 95 citations · Full text

Numerical Analysis, Engineering, Physics +11

Spatiotemporal parallel physics-informed neural networks: A framework to solve inverse problems in fluid mechanics

Shengfeng Xu, Chang Yan, Guangtao Zhang et al. · Physics of Fluids · 2023 · 27 citations · Full text

Engineering, Fluid Mechanics, Turbulence +19

Exploring hidden flow structures from sparse data through deep-learning-strengthened proper orthogonal decomposition

Chang Yan, Shengfeng Xu, Zhenxu Sun et al. · Physics of Fluids · 2023 · 17 citations · Full text

Aeroacoustics, Reduced Order Modeling, Engineering +20

On the preprocessing of physics-informed neural networks: How to better utilize data in fluid mechanics

Shengfeng Xu, Yuanjun Dai, Chang Yan et al. · Journal of Computational Physics · 2025 · 17 citations

A framework of data assimilation for wind flow fields by physics-informed neural networks

Chang Yan, Shengfeng Xu, Zhenxu Sun et al. · Applied Energy · 2024 · 16 citations

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