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Zhicheng Wang
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Physics-informed neural networks (PINNs) for fluid mechanics: A review
S Cai, Z Mao, Z Wang, M Yin, GE Karniadakis
Acta Mechanica Sinica 37 (12), 1727-1738, 2021
8502021
Physics-informed neural networks for heat transfer problems
S Cai, Z Wang, S Wang, P Perdikaris, GE Karniadakis
Journal of Heat Transfer 143 (6), 060801, 2021
6002021
Deep learning of vortex-induced vibrations
M Raissi, Z Wang, MS Triantafyllou, GE Karniadakis
Journal of Fluid Mechanics 861, 119-137, 2019
4302019
Physics-informed neural networks with hard constraints for inverse design
L Lu, R Pestourie, W Yao, Z Wang, F Verdugo, SG Johnson
SIAM Journal on Scientific Computing 43 (6), B1105-B1132, 2021
4172021
Flow over an espresso cup: inferring 3-D velocity and pressure fields from tomographic background oriented Schlieren via physics-informed neural networks
S Cai, Z Wang, F Fuest, YJ Jeon, C Gray, GE Karniadakis
Journal of Fluid Mechanics 915, A102, 2021
2182021
DeepM&Mnet: Inferring the electroconvection multiphysics fields based on operator approximation by neural networks
S Cai, Z Wang, L Lu, TA Zaki, GE Karniadakis
Journal of Computational Physics 436, 110296, 2021
2072021
Reinforcement learning for bluff body active flow control in experiments and simulations
D Fan, L Yang, Z Wang, MS Triantafyllou, GE Karniadakis
Proceedings of the National Academy of Sciences 117 (42), 26091-26098, 2020
1862020
Mapping the properties of the vortex-induced vibrations of flexible cylinders in uniform oncoming flow
D Fan, Z Wang, MS Triantafyllou, GE Karniadakis
Journal of Fluid Mechanics 881, 815-858, 2019
752019
Forecasting solar-thermal systems performance under transient operation using a data-driven machine learning approach based on the deep operator network architecture
JD Osorio, Z Wang, G Karniadakis, S Cai, C Chryssostomidis, M Panwar, ...
Energy Conversion and Management 252, 115063, 2022
382022
Illuminating the complex role of the added mass during vortex induced vibration
Z Wang, D Fan, MS Triantafyllou
Physics of Fluids 33 (8), 2021
362021
A large-eddy simulation study on the similarity between free vibrations of a flexible cylinder and forced vibrations of a rigid cylinder
Z Wang, D Fan, MS Triantafyllou, GE Karniadakis
Journal of Fluids and Structures 101, 103223, 2021
362021
Active-and transfer-learning applied to microscale-macroscale coupling to simulate viscoelastic flows
L Zhao, Z Li, Z Wang, B Caswell, J Ouyang, GE Karniadakis
Journal of Computational Physics 427, 110069, 2021
282021
A fast multi-fidelity method with uncertainty quantification for complex data correlations: Application to vortex-induced vibrations of marine risers
X Meng, Z Wang, D Fan, MS Triantafyllou, GE Karniadakis
Computer Methods in Applied Mechanics and Engineering 386, 114212, 2021
272021
Heat transfer prediction with unknown thermal boundary conditions using physics-informed neural networks
S Cai, Z Wang, C Chryssostomidis, GE Karniadakis
Fluids Engineering Division Summer Meeting 83730, V003T05A054, 2020
232020
A phase-field method for boiling heat transfer
Z Wang, X Zheng, C Chryssostomidis, GE Karniadakis
Journal of Computational Physics 435, 110239, 2021
222021
An entropy-viscosity large eddy simulation study of turbulent flow in a flexible pipe
Z Wang, MS Triantafyllou, Y Constantinides, GE Karniadakis
Journal of Fluid Mechanics 859, 691-730, 2019
182019
Similarity solutions for flows and heat transfer in microchannels between two parallel plates
ZC Wang, DW Tang, XG Hu
International Journal of Heat and Mass Transfer 54 (11-12), 2349-2354, 2011
182011
Inferring vortex induced vibrations of flexible cylinders using physics-informed neural networks
E Kharazmi, D Fan, Z Wang, MS Triantafyllou
Journal of Fluids and Structures 107, 103367, 2021
172021
A stabilized phase-field method for two-phase flow at high Reynolds number and large density/viscosity ratio
Z Wang, S Dong, MS Triantafyllou, Y Constantinides, GE Karniadakis
Journal of Computational Physics 397, 108832, 2019
152019
Fluid-structure interactions in a flexible pipe conveying two-phase flow
X Zheng, Z Wang, MS Triantafyllou, GE Karniadakis
International Journal of Multiphase Flow 141, 103667, 2021
142021
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