Standout Papers

Physics-informed neural networks (PINNs) for fluid mechanics: a review 2020 2026 2022 2024881
  1. Physics-informed neural networks (PINNs) for fluid mechanics: a review (2021)
    Shengze Cai, Zhiping Mao et al. Acta Mechanica Sinica
  2. NSFnets (Navier-Stokes flow nets): Physics-informed neural networks for the incompressible Navier-Stokes equations (2020)
    Xiaowei Jin, Shengze Cai et al. Journal of Computational Physics
  3. Physics-Informed Neural Networks for Heat Transfer Problems (2021)
    Shengze Cai, Zhicheng Wang et al. Journal of Heat Transfer
  4. Flow over an espresso cup: inferring 3-D velocity and pressure fields from tomographic background oriented Schlieren via physics-informed neural networks (2021)
    Shengze Cai, Zhicheng Wang et al. Journal of Fluid Mechanics

Immediate Impact

3 from Science/Nature 80 standout
Sub-graph 1 of 17

Citing Papers

A guidance to intelligent metamaterials and metamaterials intelligence
2025 Standout
Integrating artificial intelligence with mechanistic epidemiological modeling: a scoping review of opportunities and challenges
2025 Standout
5 intermediate papers

Works of Shengze Cai being referenced

Flow over an espresso cup: inferring 3-D velocity and pressure fields from tomographic background oriented Schlieren via physics-informed neural networks
2021 Standout
DeepM&Mnet: Inferring the electroconvection multiphysics fields based on operator approximation by neural networks
2021
and 1 more

Author Peers

Author Last Decade Papers Cites
Shengze Cai 1836 1255 292 575 40 3.1k
Ameya D. Jagtap 2326 1177 118 565 29 3.0k
Xuhui Meng 1501 807 81 408 33 2.5k
Liu Yang 2072 945 168 547 17 4.4k
Zhiping Mao 1415 852 88 388 35 2.8k
Heng Xiao 1314 2324 121 684 77 3.6k
Omar Ghattas 876 1000 94 205 96 4.1k
L. Sirovich 1147 1877 1510 577 46 4.4k
Andrea Manzoni 1813 1279 56 289 116 3.1k
Zhicheng Wang 938 486 67 285 22 1.7k
Jeremy Alan Templeton 965 1190 60 480 38 2.2k

All Works

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Rankless by CCL
2026