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Event-Triggered Adaptive Dynamic Programming for Zero-Sum Game of Partially Unknown Continuous-Time Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 卷号: 50, 期号: 9, 页码: 3189-3199
Authors:  Xue, Shan;  Luo, Biao;  Liu, Derong
Favorite  |  View/Download:25/0  |  Submit date:2020/09/28
Adaptive dynamic programming (ADP)  event-triggered control  Hamilton-Jacobi-Isaacs (HJI) equation  neural network (NN) identifier  zero-sum (ZS) game  
Event-Triggered Adaptive Critic Control Design for Discrete-Time Constrained Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 卷号: 50, 期号: 9, 页码: 3158-3168
Authors:  Ha, Mingming;  Wang, Ding;  Liu, Derong
Favorite  |  View/Download:4/0  |  Submit date:2020/09/28
Nonlinear systems  Actuators  Discrete-time systems  Dynamic programming  Optimal control  Adaptive systems  Adaptive dynamic programming (ADP)  control constraints  event-triggered control  heuristic dynamic programming (HDP)  neural networks  nonlinear discrete-time system  
Improved value iteration for neural-network-based stochastic optimal control design 期刊论文
NEURAL NETWORKS, 2020, 卷号: 124, 页码: 280-295
Authors:  Liang, Mingming;  Wang, Ding;  Liu, Derong
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Adaptive critic designs  Adaptive dynamic programming  Neural networks  Optimal control  Stochastic processes  Value iteration  
Event-Triggered Decentralized Tracking Control of Modular Reconfigurable Robots Through Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2020, 卷号: 67, 期号: 4, 页码: 3054-3064
Authors:  Zhao, Bo;  Liu, Derong
Favorite  |  View/Download:28/0  |  Submit date:2020/03/30
Decentralized control  Couplings  Optimal control  Robots  Dynamic programming  Artificial neural networks  Trajectory  Adaptive dynamic programming  decentralized tracking control  event-triggered mechanism  modular reconfigurable robots  optimal control  reinforcement learning  
Adaptive Synchronization of Delayed Memristive Neural Networks With Unknown Parameters 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 卷号: 50, 期号: 2, 页码: 539-549
Authors:  Yang, Zhanyu;  Luo, Biao;  Liu, Derong;  Li, Yueheng
Favorite  |  View/Download:25/0  |  Submit date:2020/03/30
Synchronization  Biological neural networks  Neurons  Adaptive systems  Multi-layer neural network  Memristors  Adaptive control  delayed memristive neural networks  global asymptotic synchronization  unknown parameters  
Neuro-optimal control for discrete stochastic processes via a novel policy iteration algorithm 期刊论文
IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2020, 期号: 11, 页码: 3972-3985
Authors:  Liang, Mingming;  Wang, Ding;  Liu, Derong
View  |  Adobe PDF(1604Kb)  |  Favorite  |  View/Download:14/0  |  Submit date:2020/10/23
Adaptive critic designs  adaptive dynamic programming (ADP)  local policy iteration  neuro-dynamic programming  optimal control  stochastic processes  
Event-triggered adaptive dynamic programming for discrete-time multi-player games 期刊论文
INFORMATION SCIENCES, 2020, 卷号: 506, 页码: 457-470
Authors:  Wang, Ziyang;  Wei, Qinglai;  Liu, Derong
Favorite  |  View/Download:51/0  |  Submit date:2019/12/16
Adaptive dynamic programming  Neural network  Event-triggered control  Multi-player game  
Output Tracking Control Based on Adaptive Dynamic Programming With Multistep Policy Evaluation 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2019, 卷号: 49, 期号: 10, 页码: 2155-2165
Authors:  Luo, Biao;  Liu, Derong;  Huang, Tingwen;  Liu, Jiangjiang
Favorite  |  View/Download:39/0  |  Submit date:2019/12/16
Adaptive dynamic programming (ADP)  Bellman equation  heuristic dynamic programming  neural networks (NNs)  output tracking control  
An echo state network based approach to room classification of office buildings 期刊论文
NEUROCOMPUTING, 2019, 卷号: 333, 页码: 319-328
Authors:  Shi, Guang;  Zhao, Bo;  Li, Chao;  Wei, Qinglai;  Liu, Derong
Favorite  |  View/Download:50/0  |  Submit date:2019/07/12
Power consumption  Room classification  Echo state networks  Neural networks  
Adaptive Q-Learning for Data-Based Optimal Output Regulation With Experience Replay 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 卷号: 48, 期号: 12, 页码: 3337-3348
Authors:  Luo, Biao;  Yang, Yin;  Liu, Derong
Favorite  |  View/Download:64/0  |  Submit date:2019/01/08
Data-based  experience replay  neural networks (NNs)  off-policy  optimal control  Q-learning (QL)