Data-driven optimal consensus control for discrete-time multi-agent systems with unknown dynamics using reinforcement learning method H Zhang, H Jiang, Y Luo, G Xiao IEEE Transactions on Industrial Electronics 64 (5), 4091-4100, 2016 | 393 | 2016 |
Discrete-time nonzero-sum games for multiplayer using policy-iteration-based adaptive dynamic programming algorithms H Zhang, H Jiang, C Luo, G Xiao IEEE transactions on cybernetics 47 (10), 3331-3340, 2016 | 132 | 2016 |
Robust optimal control scheme for unknown constrained-input nonlinear systems via a plug-n-play event-sampled critic-only algorithm H Zhang, K Zhang, G Xiao, H Jiang IEEE Transactions on Systems, Man, and Cybernetics: Systems 50 (9), 3169-3180, 2019 | 108 | 2019 |
Fault-tolerant controller design for a class of nonlinear MIMO discrete-time systems via online reinforcement learning algorithm Z Wang, L Liu, H Zhang, G Xiao IEEE Transactions on Systems, Man, and Cybernetics: Systems 46 (5), 611-622, 2015 | 99 | 2015 |
Optimal guaranteed cost sliding mode control for constrained-input nonlinear systems with matched and unmatched disturbances H Zhang, Q Qu, G Xiao, Y Cui IEEE transactions on neural networks and learning systems 29 (6), 2112-2126, 2018 | 90 | 2018 |
Integral reinforcement learning based decentralized optimal tracking control of unknown nonlinear large-scale interconnected systems with constrained-input C Liu, H Zhang, G Xiao, S Sun Neurocomputing 323, 1-11, 2019 | 64 | 2019 |
Data-based adaptive dynamic programming for a class of discrete-time systems with multiple delays H Zhang, Y Liu, G Xiao, H Jiang IEEE Transactions on Systems, Man, and Cybernetics: Systems 50 (2), 432-441, 2017 | 64 | 2017 |
Data‐driven optimal tracking control for a class of affine non‐linear continuous‐time systems with completely unknown dynamics G Xiao, H Zhang, Y Luo, H Jiang IET Control Theory & Applications 10 (6), 700-710, 2016 | 57 | 2016 |
Online optimal control of unknown discrete-time nonlinear systems by using time-based adaptive dynamic programming G Xiao, H Zhang, Y Luo Neurocomputing 165, 163-170, 2015 | 53 | 2015 |
Tracking control optimization scheme of continuous-time nonlinear system via online single network adaptive critic design method K Zhang, H Zhang, G Xiao, H Su Neurocomputing 251, 127-135, 2017 | 47 | 2017 |
Value Iteration-Based H∞ Controller Design for Continuous-Time Nonlinear Systems Subject to Input Constraints H Zhang, G Xiao, Y Liu, L Liu IEEE Transactions on Systems, Man, and Cybernetics: Systems 50 (11), 3986-3995, 2018 | 37 | 2018 |
Convergence analysis of value iteration adaptive dynamic programming for continuous-time nonlinear systems G Xiao, H Zhang IEEE transactions on cybernetics 54 (3), 1639-1649, 2023 | 31 | 2023 |
Value iteration based integral reinforcement learning approach for H∞ controller design of continuous-time nonlinear systems G Xiao, H Zhang, K Zhang, Y Wen Neurocomputing 285, 51-59, 2018 | 29 | 2018 |
Data-based approximate optimal control for nonzero-sum games of multi-player systems using adaptive dynamic programming H Jiang, H Zhang, G Xiao, X Cui Neurocomputing 275, 192-199, 2018 | 29 | 2018 |
Robust control scheme for a class of uncertain nonlinear systems with completely unknown dynamics using data-driven reinforcement learning method H Jiang, H Zhang, Y Cui, G Xiao Neurocomputing 273, 68-77, 2018 | 24 | 2018 |
A modified fuzzy min–max neural network for data clustering and its application on pipeline internal inspection data J Liu, Y Ma, H Zhang, H Su, G Xiao Neurocomputing 238, 56-66, 2017 | 24 | 2017 |
General value iteration based single network approach for constrained optimal controller design of partially-unknown continuous-time nonlinear systems G Xiao, H Zhang, Q Qu, H Jiang Journal of the Franklin Institute 355 (5), 2610-2630, 2018 | 18 | 2018 |
General value iteration based reinforcement learning for solving optimal tracking control problem of continuous–time affine nonlinear systems G Xiao, H Zhang, Y Luo, Q Qu Neurocomputing 245, 114-123, 2017 | 16 | 2017 |
A transformer-based multi-entity load forecasting method for integrated energy systems Z Wang, Z Zhu, G Xiao, B Bai, Y Zhang Frontiers in Energy Research 10, 952420, 2022 | 11 | 2022 |
Reinforcement learning-based online adaptive controller design for a class of unknown nonlinear discrete-time systems with time delays Y Liang, H Zhang, G Xiao, H Jiang Neural Computing and Applications 30, 1733-1745, 2018 | 9 | 2018 |