Dongkun Zhang

PPINN: Parareal physics-informed neural network for time-dependent PDEs

Xuhui Meng, Zhen Li, Dongkun Zhang et al. · Computer Methods in Applied Mechanics and Engineering · 2020 · 564 citations · Full text

Pde-constrained Optimization, Physics, Physic Aware Machine Learning +3

Quantifying total uncertainty in physics-informed neural networks for solving forward and inverse stochastic problems

Dongkun Zhang, Lu Lu, Ling Guo et al. · Journal of Computational Physics · 2019 · 473 citations · Full text

Engineering, Machine Learning, Physic Aware Machine Learning +10

Experimental evaluation of the lubrication performance of MoS2/CNT nanofluid for minimal quantity lubrication in Ni-based alloy grinding

Yanbin Zhang, Changhe Li, Dongzhou Jia et al. · International Journal of Machine Tools and Manufacture · 2015 · 456 citations

Materials Science, Materials Engineering, Lubrication Performance +11

Experimental evaluation of MoS2 nanoparticles in jet MQL grinding with different types of vegetable oil as base oil

Yanbin Zhang, Changhe Li, Dongzhou Jia et al. · Journal of Cleaner Production · 2014 · 453 citations

Materials Science, Chemical Engineering, Engineering +5

Physics-Informed Generative Adversarial Networks for Stochastic Differential Equations

Liu Yang, Dongkun Zhang, George Em Karniadakis · SIAM Journal on Scientific Computing · 2020 · 396 citations · Full text

Engineering, Machine Learning, Neural Network +16