Special Topic: Entanglement of Control and Optimization
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 15

Reinforcement learning for optimal tracking of large-scale systems with multitime scales
Li, Jinna; Nie, Hao; Chai, Tianyou; Lewis, Frank L.
Sci China Inf Sci, 2023, 66(7): 170201
Keywords: reinforcement learning; singular perturbation; multitime scales; data-driven control
Cite as: Li J N, Nie H, Chai T Y, et al. Reinforcement learning for optimal tracking of large-scale systems with multitime scales. Sci China Inf Sci, 2023, 66(7): 170201, doi: 10.1007/s11432-022-3796-2

Special Topic: Entanglement of Control and Optimization
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 7

Keywords: adaptive dynamic programming; cooperative control; distributed adaptive internal model; multi-agent systems; optimal output regulation
Cite as: Xie K D, Jiang Y, Yu X, et al. Data-driven cooperative optimal output regulation for linear discrete-time multi-agent systems by online distributed adaptive internal model approach. Sci China Inf Sci, 2023, 66(7): 170202, doi: 10.1007/s11432-022-3687-1

Special Topic: Entanglement of Control and Optimization
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 6

Reinforcement learning-based unknown reference tracking control of HMASs with nonidentical communication delays
Xu, Yong; Wu, Zheng-Guang; Che, Wei-Wei; Meng, Deyuan
Sci China Inf Sci, 2023, 66(7): 170203
Keywords: heterogeneous multiagent systems; HMAS; reinforcement learning; RL; optimal output syn- chronization; communication delays
Cite as: Xu Y, Wu Z-G, Che W-W, et al. Reinforcement learning-based unknown reference tracking control of HMASs with nonidentical communication delays. Sci China Inf Sci, 2023, 66(7): 170203, doi: 10.1007/s11432-022-3729-7

Special Topic: Entanglement of Control and Optimization
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 2

Predefined-time distributed multiobjective optimization for network resource allocation
Zhang, Kunpeng; Xu, Lei; Yi, Xinlei; Ding, Zhengtao; Johansson, Karl H.; Chai, Tianyou; Yang, Tao
Sci China Inf Sci, 2023, 66(7): 170204
Keywords: distributed optimization; multiobjective optimization; predefined-time algorithms; time-based generators; weighted Lp preference index
Cite as: Zhang K P, Xu L, Yi X L, et al. Predefined-time distributed multiobjective optimization for network resource allocation. Sci China Inf Sci, 2023, 66(7): 170204, doi: 10.1007/s11432-022-3791-8

Special Topic: Entanglement of Control and Optimization
LETTER Supplementary Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 1

On the reinforcement learning extended state observer for a class of uncertain sampled-data control systems
Tang, Guojie; Xue, Wenchao; Fang, Haitao; Zhang, Kun
Sci China Inf Sci, 2023, 66(7): 170205
Keywords: extended state observer; reinforcement learning; uncertain sampled-data control system; discrete time-varying systems; measurement noise
Cite as: Tang G J, Xue W C, Fang H T, et al. On the reinforcement learning extended state observer for a class of uncertain sampled-data control systems. Sci China Inf Sci, 2023, 66(7): 170205, doi: 10.1007/s11432-022-3725-7

Special Topic: Entanglement of Control and Optimization
LETTER Supplementary Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 1

Optimal output regulation for PMSM speed servo system using approximate dynamic programming
Ping, Zhaowu; Jia, Yingjie; Xiong, Bangguo; Zhang, Hongwei; Lu, Jun-Guo
Sci China Inf Sci, 2023, 66(7): 170206
Keywords: approximate dynamic programming; disturbance rejection; optimal output regulation; permanent magnet synchronous motor; speed tracking
Cite as: Ping Z W, Jia Y J, Xiong B G, et al. Optimal output regulation for PMSM speed servo system using approximate dynamic programming. Sci China Inf Sci, 2023, 66(7): 170206, doi: 10.1007/s11432-022-3682-x