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Dongkun Zhang

  1. PPINN: Parareal physics-informed neural network for time-dependent PDEs
    2020/07/08 by Xuhui Meng, Zhen Li, Dongkun Zhang +1 · 20 citations
    Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Neural Networks and Reservoir Computing #Neural Networks and Applications
  2. Physics-Informed Generative Adversarial Networks for Stochastic Differential Equations
    2018/11/05 by Liu Yang, Yang, Liu, Dongkun Zhang +3 · 13 citations
    Physics and Astronomy · Computer Science · Decision Sciences · #Model Reduction and Neural Networks #Generative Adversarial Networks and Image Synthesis #Probabilistic and Robust Engineering Design
  3. Physics-Informed Generative Adversarial Networks for Stochastic Differential Equations
    2020/01/01 by Liu Yang, Dongkun Zhang, George Em Karniadakis · 18 citations
    Decision Sciences · Engineering · Physics and Astronomy · #Fluid Dynamics and Turbulent Flows #Model Reduction and Neural Networks #Probabilistic and Robust Engineering Design
  4. Learning in Modal Space: Solving Time-Dependent Stochastic PDEs Using Physics-Informed Neural Networks
    2019/05/03 by Dongkun Zhang, Ling Guo, Zhang, Dongkun +3 · 9 citations
    Physics and Astronomy · Decision Sciences · Computer Science · #Model Reduction and Neural Networks #Probabilistic and Robust Engineering Design #Gaussian Processes and Bayesian Inference
  5. Learning in Modal Space: Solving Time-Dependent Stochastic PDEs Using Physics-Informed Neural Networks
    2020/01/01 by Dongkun Zhang, Ling Guo, George Em Karniadakis · 7 citations
    Computer Science · Decision Sciences · Physics and Astronomy · #Model Reduction and Neural Networks #Neural Networks and Applications #Probabilistic and Robust Engineering Design
  6. Learning hierarchical behavior and motion planning for autonomous driving
    2020/05/08 by Jingke Wang, Yue Wang, Wang, Jingke +7 · 2 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #Reinforcement Learning in Robotics #Robotic Path Planning Algorithms #Robotics (cs.RO)