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Zhinan Peng
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A novel optimal bipartite consensus control scheme for unknown multi-agent systems via model-free reinforcement learning
Z Peng, J Hu, K Shi, R Luo, R Huang, BK Ghosh, J Huang
Applied Mathematics and Computation 369, 124821, 2020
1032020
Data-driven optimal tracking control of discrete-time multi-agent systems with two-stage policy iteration algorithm
Z Peng, Y Zhao, J Hu, BK Ghosh
Information Sciences 481, 189-202, 2019
782019
Optimal tracking control of nonlinear multiagent systems using internal reinforce Q-learning
Z Peng, R Luo, J Hu, K Shi, SK Nguang, BK Ghosh
IEEE Transactions on Neural Networks and Learning Systems 33 (8), 4043-4055, 2022
702022
Input-Output Data-Based Output Antisynchronization Control of Multi-Agent Systems Using Reinforcement Learning Approach
Z Peng, Y Zhao, J Hu, R Luo, BK Ghosh, SK Nguang
IEEE Transactions on Industrial Informatics 17 (11), 7359 - 7367, 2021
482021
Distributed Optimal Tracking Control of Discrete-Time Multiagent Systems via Event-Triggered Reinforcement Learning
Z Peng, R Luo, J Hu, K Shi, BK Ghosh
IEEE Transactions on Circuits and Systems I: Regular Papers 69 (9), 3689-3700, 2022
342022
On model identification based optimal control and it's applications to multi-agent learning and control
R Luo, Z Peng, J Hu
Mathematics 11 (4), 906, 2023
272023
Data-driven reinforcement learning for walking assistance control of a lower limb exoskeleton with hemiplegic patients
Z Peng, R Luo, R Huang, J Hu, K Shi, H Cheng, BK Ghosh
2020 IEEE International Conference on Robotics and Automation (ICRA), 9065-9071, 2020
262020
Learning-based walking assistance control strategy for a lower limb exoskeleton with hemiplegia patients
R Huang, Z Peng, H Cheng, J Hu, J Qiu, C Zou, Q Chen
2018 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2018
242018
Data-driven containment control of discrete-time multi-agent systems via value iteration
Z Peng, J Hu, BK Ghosh
Science China. Information Sciences 63 (8), 189205, 2020
232020
Adaptive optimal control of affine nonlinear systems via identifier-critic neural network approximation with relaxed PE conditions
R Luo, Z Peng*, J Hu, BK Ghosh
Neural Networks 167, 588-600, 2023
222023
Data-driven optimal assistance control of a lower limb exoskeleton for hemiplegic patients
Z Peng, R Luo, R Huang, T Yu, J Hu, K Shi, H Cheng
Frontiers in Neurorobotics 14, 37, 2020
162020
Distributed functional observer-based event-triggered containment control of multi-agent systems
L Jian, J Hu, J Wang, K Shi, Z Peng, Y Yang, J Huang
International Journal of Control, Automation and Systems 18 (5), 1094-1102, 2020
102020
MCSNet: channel synergy-based human-exoskeleton interface with surface electromyogram
K Shi, R Huang, Z Peng, F Mu, X Yang
Frontiers in Neuroscience 15, 704603, 2021
82021
Internal reinforcement adaptive dynamic programming for optimal containment control of unknown continuous-time multi-agent systems
J Zhang, Z Peng, J Hu, Y Zhao, R Luo, BK Ghosh
Neurocomputing 413, 85-95, 2020
82020
Dissipativity-based synthesis for semi-Markovian systems with simultaneous probabilistic sensors and actuators faults: A modified event-triggered strategy
X Li, K She, J Cheng, K Shi, Z Peng, S Zhong
ISA transactions 128, 255-275, 2022
72022
Multimodal Human-Exoskeleton Interface for Lower Limb Movement Prediction Through a Dense Co-Attention Symmetric Mechanism
K Shi, F Mu, R Huang, K Huang, Z Peng, C Zou, Z Wei, H Cheng
Frontiers in Neuroscience, 483, 2022
72022
Adaptive Gait Planning with Dynamic Movement Primitives for Walking Assistance Lower Exoskeleton in Uphill Slopes.
R Huang, Q Wu, J Qiu, H Cheng, Q Chen, Z Peng
Sensors & Materials 32, 2020
72020
Event-triggered critic learning impedance control of lower limb exoskeleton robots in interactive environments
Y Sun, Z Peng, J Hu, BK Ghosh
Neurocomputing 564, 126963, 2024
62024
Optimal H∞ tracking control of nonlinear systems with zero-equilibrium-free via novel adaptive critic designs
Z Peng, H Ji, C Zou, Y Kuang, H Cheng, K Shi, BK Ghosh
Neural Networks 164, 105-114, 2023
62023
Understanding the mechanism of human–computer game: a distributed reinforcement learning perspective
Z Peng, J Hu, Y Zhao, BK Ghosh
International Journal of Systems Science 51 (15), 2837-2848, 2020
62020
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