Containment control of heterogeneous systems with active leaders of bounded unknown control using reinforcement learning

2017 IEEE Symposium Series on Computational Intelligence (SSCI) ◽

10.1109/ssci.2017.8285254 ◽

2017 ◽

Author(s):

Yongliang Yang ◽

Ruizhuo Song ◽

Yixin Yin ◽

Donald C. Wunsch ◽

Hamidreza Modares

Keyword(s):

Reinforcement Learning ◽

Heterogeneous Systems ◽

Containment Control ◽

Unknown Control

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Output Resilient Containment Control of Heterogeneous Systems With Active Leaders Using Reinforcement Learning Under Attack Inputs

IEEE Access ◽

10.1109/access.2019.2947558 ◽

2019 ◽

Vol 7 ◽

pp. 162219-162228

Author(s):

Qing Li ◽

Lina Xia ◽

Ruizhuo Song

Keyword(s):

Reinforcement Learning ◽

Heterogeneous Systems ◽

Containment Control

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Two-layer distributed formation-containment control of multiple Euler–Lagrange systems with unknown control directions

Neurocomputing ◽

10.1016/j.neucom.2020.01.033 ◽

2020 ◽

Vol 387 ◽

pp. 359-368 ◽

Author(s):

Luyan Xu ◽

Chaoli Wang ◽

Xuan Cai ◽

Yujing Xu ◽

Chonglin Jing

Keyword(s):

Containment Control ◽

Unknown Control Directions ◽

Unknown Control

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Energy-aware task scheduling optimization with deep reinforcement learning for large-scale heterogeneous systems

CCF Transactions on High Performance Computing ◽

10.1007/s42514-021-00083-8 ◽

2021 ◽

Author(s):

Jingbo Li ◽

Xingjun Zhang ◽

Zheng Wei ◽

Jia Wei ◽

Zeyu Ji

Keyword(s):

Reinforcement Learning ◽

Task Scheduling ◽

Large Scale ◽

Heterogeneous Systems ◽

Energy Aware ◽

Scheduling Optimization

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Fully Distributed Dual-Terminal Event-Triggered Bipartite Output Containment Control of Heterogeneous Systems Under Actuator Faults

IEEE Transactions on Systems Man and Cybernetics Systems ◽

10.1109/tsmc.2021.3129799 ◽

2021 ◽

pp. 1-14

Author(s):

Dongxue Jiang ◽

Guoguang Wen ◽

Zhaoxia Peng ◽

Tingwen Huang ◽

Ahmed Rahmani

Keyword(s):

Heterogeneous Systems ◽

Terminal Event ◽

Actuator Faults ◽

Containment Control ◽

Event Triggered

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Containment Control of Heterogeneous Systems With Non-Autonomous Leaders: A Distributed Optimal Model Reference Approach

IEEE Access ◽

10.1109/access.2018.2876041 ◽

2018 ◽

Vol 6 ◽

pp. 60689-60703 ◽

Author(s):

Yongliang Yang ◽

Shusen Cheng ◽

Yixin Yin ◽

Donald C. Wunsch

Keyword(s):

Heterogeneous Systems ◽

Optimal Model ◽

Containment Control ◽

Model Reference

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Reinforcement Learning-Based Control for a Class of Nonlinear Systems with unknown control directions

2019 Chinese Control Conference (CCC) ◽

10.23919/chicc.2019.8865292 ◽

2019 ◽

Author(s):

Xiaoling Song ◽

Miao Huang ◽

Gang Wen ◽

Longhua Ma ◽

Jiaqing Yao ◽

...

Keyword(s):

Reinforcement Learning ◽

Nonlinear Systems ◽

Unknown Control Directions ◽

Unknown Control

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Reinforcement Learning-Based Control for Nonlinear Discrete-Time Systems with Unknown Control Directions and Control Constraints

Neurocomputing ◽

10.1016/j.neucom.2020.03.061 ◽

2020 ◽

Vol 402 ◽

pp. 50-65

Author(s):

Miao Huang ◽

Cong Liu ◽

Xiaoqi He ◽

Longhua Ma ◽

Zheming Lu ◽

...

Keyword(s):

Reinforcement Learning ◽

Discrete Time ◽

Control Constraints ◽

Unknown Control Directions ◽

Discrete Time Systems ◽

Unknown Control ◽

And Control ◽

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Optimal model-free output synchronization of heterogeneous systems using off-policy reinforcement learning

10.1016/j.automatica.2016.05.017 ◽

2016 ◽

Vol 71 ◽

pp. 334-341 ◽

Author(s):

Hamidreza Modares ◽

Subramanya P. Nageshrao ◽

Gabriel A. Delgado Lopes ◽

Robert Babuška ◽

Frank L. Lewis

Keyword(s):

Reinforcement Learning ◽

Heterogeneous Systems ◽

Optimal Model ◽

Output Synchronization

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Integral Reinforcement Learning Control for a Class of High-Order Multivariable Nonlinear Dynamics With Unknown Control Coefficients

IEEE Access ◽

10.1109/access.2020.2993265 ◽

2020 ◽

Vol 8 ◽

pp. 86223-86229 ◽

Author(s):

Qingling Wang

Keyword(s):

Nonlinear Dynamics ◽

Reinforcement Learning ◽

Learning Control ◽

Unknown Control Coefficients ◽

Unknown Control ◽

Control Coefficients

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Leader–Follower Output Synchronization of Linear Heterogeneous Systems With Active Leader Using Reinforcement Learning

IEEE Transactions on Neural Networks and Learning Systems ◽

10.1109/tnnls.2018.2803059 ◽

2018 ◽

Vol 29 (6) ◽

pp. 2139-2153 ◽

Author(s):

Yongliang Yang ◽

Hamidreza Modares ◽

Donald C. Wunsch ◽

Yixin Yin

Keyword(s):

Reinforcement Learning ◽

Heterogeneous Systems ◽

Output Synchronization ◽

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