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Keywords: distributed optimization; random differential equations; stationary process; noise-to-state exponential stability
Cite as: Wang D, Wang Z, Wu Z J, et al. Distributed convex optimization for nonlinear multi-agent systems disturbed by a second-order stationary process over a digraph. Sci China Inf Sci, 2022, 65(3): 132201, doi: 10.1007/s11432-020-3111-4
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Keywords: distributed observer; finite-time tracking; homogeneous technique; intermittent communication; multiple heterogeneous AUVs
Cite as: Chen B, Hu J P, Ghosh B K. Finite-time tracking control of heterogeneous multi-AUV systems with partial measurements and intermittent communication. Sci China Inf Sci, 2024, 67(5): 152202, doi: 10.1007/s11432-023-3903-6
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Keywords: multi-robot system; region tracking; robust control; adaptive control; distributed control
Cite as: Fu J J, Lv Y Z, Yu W W. Robust adaptive time-varying region tracking control of multi-robot systems. Sci China Inf Sci, 2023, 66(5): 159202, doi: 10.1007/s11432-020-3299-2
Special Topic: Entanglement of Control and Optimization
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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
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Keywords: microgrid; hierarchical control architecture; cyber-physical system security; denial-of-service attack; adaptive secondary frequency control
Cite as: Sun Q Y, Wang B Y, Feng X M, et al. Small-signal stability and robustness analysis for microgrids under time-constrained DoS attacks and a mitigation adaptive secondary control method. Sci China Inf Sci, 2022, 65(6): 162202, doi: 10.1007/s11432-021-3290-3
Special Topic: Entanglement of Control and Optimization
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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
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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
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Keywords: distributed convex optimization; strongly convex optimization; mirror descent; quantized communication; Bregman divergence
Cite as: Xiong M H, Zhang B Y, Yuan D M, et al. Distributed quantized mirror descent for strongly convex optimization over time-varying directed graph. Sci China Inf Sci, 2022, 65(10): 202202, doi: 10.1007/s11432-020-3275-3
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Keywords: multi-agent system; consensus; fully distributed adaptive protocol; directed spanning tree; robust protocol design
Cite as: Lv Y Z, Li Z K. Is fully distributed adaptive protocol applicable to graphs containing a directed spanning tree?. Sci China Inf Sci, 2022, 65(8): 189203, doi: 10.1007/s11432-020-3129-1
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Modified graph systems for distributed optimization
Xia, Zicong; Liu, Yang; Wang, Dongyun; Gui, Weihua
Sci China Inf Sci, 2023, 66(12): 222202
Keywords: distributed optimization; modified graph system; neurodynamic optimization; communication graph
Cite as: Xia Z C, Liu Y, Wang D Y, et al. Modified graph systems for distributed optimization. Sci China Inf Sci, 2023, 66(12): 222202, doi: 10.1007/s11432-022-3781-4
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A survey of decision making in adversarial games
Li, Xiuxian; Meng, Min; Hong, Yiguang; Chen, Jie
Sci China Inf Sci, 2024, 67(4): 141201
Keywords: adversarial games; zero-sum games; Stackelberg games; differential games; Nash equilibrium; correlated equilibrium; regret
Cite as: Li X X, Meng M, Hong Y G, et al. A survey of decision making in adversarial games. Sci China Inf Sci, 2024, 67(4): 141201, doi: 10.1007/s11432-022-3777-y
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Achieving geometric convergence for distributed optimization with Barzilai-Borwein step sizes
Gao, Juan; Liu, Xin-Wei; Dai, Yu-Hong; Huang, Yakui; Yang, Peng
Sci China Inf Sci, 2022, 65(4): 149204
Keywords: distributed optimization; multi-agent network; barzilai-borwein step sizes; optimization algorithms; convergence rate
Cite as: Gao J, Liu X-W, Dai Y-H, et al. Achieving geometric convergence for distributed optimization with Barzilai-Borwein step sizes. Sci China Inf Sci, 2022, 65(4): 149204, doi: 10.1007/s11432-020-3256-x
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Keywords: optimal consensus; dynamic event-triggered control; synchronous and asynchronous communications
Cite as: Zhang J, Zhang H G, Zhou B W, et al. Distributed optimal consensus of multiagent systems with Markovian switching topologies: synchronous and asynchronous communications. Sci China Inf Sci, 2023, 66(12): 222209, doi: 10.1007/s11432-023-3843-7
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Keywords: Multi-agent systems; Consensus; Hybrid systems; Hybrid output feedback; Cooperative control
Cite as: Zhang Y, Su Y F. Consensus of hybrid linear multi-agent systems with periodic jumps. Sci China Inf Sci, 2023, 66(7): 179204, doi: 10.1007/s11432-021-3413-x
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A model predictive control strategy with switching cost functions for cooperative operation of trains
Zhang, Zixuan; Song, Haifeng; Wang, Hongwei; Liu, Ling; Dong, Hairong
Sci China Inf Sci, 2023, 66(7): 172206
Keywords: cooperative control; switching cost functions; model predictive control; automatic train operation; railway train
Cite as: Zhang Z X, Song H F, Wang H W, et al. A model predictive control strategy with switching cost functions for cooperative operation of trains. Sci China Inf Sci, 2023, 66(7): 172206, doi: 10.1007/s11432-022-3662-x
Special Topic: Entanglement of Control and Optimization
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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
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Fully distributed event-triggered affine formation maneuver control over directed graphs
Chang, Zeze; Song, Weihao; Wang, Junjie; Li, Zhongkui
Sci China Inf Sci, 2023, 66(6): 164201
Keywords: formation control; event-triggered control; multi-agent systems; fully distributed control; directed graph
Cite as: Chang Z Z, Song W H, Wang J J, et al. Fully distributed event-triggered affine formation maneuver control over directed graphs. Sci China Inf Sci, 2023, 66(6): 164201, doi: 10.1007/s11432-022-3638-9
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Rating-protocol optimization for blockchain-enabled hybrid energy trading in smart grids
Bao, Zheng; Tang, Changbing; Lin, Feilong; Zheng, Zhonglong; Yu, Xinghuo
Sci China Inf Sci, 2023, 66(5): 159205
Keywords: blockchain; smart grid; rating protocol; incentive mechanism; hybrid trading
Cite as: Bao Z, Tang C B, Lin F L, et al. Rating-protocol optimization for blockchain-enabled hybrid energy trading in smart grids. Sci China Inf Sci, 2023, 66(5): 159205, doi: 10.1007/s11432-021-3390-7
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Keywords: cyber-physical microgrid; load frequency control; quadratic convex framework; stability analysis
Cite as: He J, Liang Y, Hao X H, et al. A quadratic convex framework with bigger freedom for the stability analysis of a cyber-physical microgrid system. Sci China Inf Sci, 2023, 66(2): 122202, doi: 10.1007/s11432-021-3433-8
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Keywords: nonlinear multi-agent systems; uniform quantizer; logarithmic quantizer; dynamic gain; δ-asymptotic distributed consensus
Cite as: Zhang J, Liu S, Zhang X F. Observer-based distributed consensus for nonlinear multi-agent systems with limited data rate. Sci China Inf Sci, 2022, 65(9): 192204, doi: 10.1007/s11432-020-3239-2
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Keywords: constraint optimization; noisy observation; output variation; Markovian switching target; distributed algorithm; DC microgrid
Cite as: Xie S Y, Wang L Y, Nazari M H, et al. Distributed optimization with Markovian switching targets and stochastic observation noises with applications to DC microgrids. Sci China Inf Sci, 2022, 65(12): 222205, doi: 10.1007/s11432-022-3582-5
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Keywords: resource allocation; distributed algorithm; randomized difference
Cite as: Geng X X, Zhao W X. Randomized difference-based gradient-free algorithm for distributed resource allocation. Sci China Inf Sci, 2022, 65(4): 142205, doi: 10.1007/s11432-020-3147-2
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Distributed periodic event-triggered terminal sliding mode control for vehicular platoon system
Li, Mengjie; Li, Shaobao; Luo, Xiaoyuan; Zheng, Xinquan; Guan, Xinping
Sci China Inf Sci, 2023, 66(12): 229203
Keywords: Platoon control; Sliding mode control; Vehicular platoon systems; Periodic event-triggered mechanism; Traffic flow stability
Cite as: Li M J, Li S B, Luo X Y, et al. Distributed periodic event-triggered terminal sliding mode control for vehicular platoon system. Sci China Inf Sci, 2023, 66(12): 229203, doi: 10.1007/s11432-023-3840-x
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Keywords: Euler-Lagrange systems; underactuated system; containment control; adaptive-robust control
Cite as: Su H S, Wu Y L, Zhang L R, et al. Structure-free containment control for uncertain underactuated multiple Euler-Lagrange systems. Sci China Inf Sci, 2023, 66(11): 212203, doi: 10.1007/s11432-022-3711-1
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Keywords: Consensus; Communication link faults; Rigid body systems; Attitude consensus; Resilience
Cite as: Su H S, Li Z H. Adaptive leader-following attitude consensus of multiple rigid body systems with resilience to communication link faults. Sci China Inf Sci, 2023, 66(10): 209201, doi: 10.1007/s11432-021-3689-6
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A zeroth-order algorithm for distributed optimization with stochastic stripe observations
Wang, Yinghui; Zeng, Xianlin; Zhao, Wenxiao; Hong, Yiguang
Sci China Inf Sci, 2023, 66(9): 199202
Keywords: distributed algorithm; stochastic; stripe observations; zeroth-order method; distributed optimization
Cite as: Wang Y H, Zeng X L, Zhao W X, et al. A zeroth-order algorithm for distributed optimization with stochastic stripe observations. Sci China Inf Sci, 2023, 66(9): 199202, doi: 10.1007/s11432-022-3637-y
Special Topic: Control, Optimization, and Learning for Networked Systems
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Sampled-data bipartite containment control over a network of wave equations
Chen, Yining; Zuo, Zhiqiang; Wang, Yijing
Sci China Inf Sci, 2023, 66(9): 190202
Keywords: bipartite containment control; sampled-data control; multi-agent system; partial differential equation
Cite as: Chen Y N, Zuo Z Q, Wang Y J. Sampled-data bipartite containment control over a network of wave equations. Sci China Inf Sci, 2023, 66(9): 190202, doi: 10.1007/s11432-022-3747-2
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Keywords: dynamic wireless charging; electric vehicles; multi-objective optimization; constrained adaptive particle swarm optimization
Cite as: Zhou Z, Liu Z T, Su H Y, et al. Multi-objective optimization for 10-kW rated power dynamic wireless charging systems of electric vehicles. Sci China Inf Sci, 2022, 65(10): 202201, doi: 10.1007/s11432-020-3255-5
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Keywords: noncooperative games; event-triggered communication; coding-decoding; quantization
Cite as: Yang S F, Xu W Y, He W L, et al. Distributed generalized Nash equilibrium seeking: event-triggered coding-decoding-based secure communication. Sci China Inf Sci, 2024, 67(7): 172205, doi: 10.1007/s11432-023-4009-4
SCIS Selected Articles on Semi-Tensor Product (STP)
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Stabilization of a class of congestion games via intermittent control
Jiang, Kaichen; Wang, Jinhuan
Sci China Inf Sci, 2022, 65(4): 149203
Keywords: semi-tensor product of matrices; weighted congestion game; evolutionary dynamics; intermittent control; nash equilibrium
Cite as: Jiang K C, Wang J H. Stabilization of a class of congestion games via intermittent control. Sci China Inf Sci, 2022, 65(4): 149203, doi: 10.1007/s11432-019-3042-4
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Inexact proximal gradient algorithm with random reshuffling for nonsmooth optimization
Jiang, Xia; Fang, Yanyan; Zeng, Xianlin; Sun, Jian; Chen, Jie
Sci China Inf Sci, 2025, 68(1): 112201
Keywords: proximal operator; random reshuffling; inexact computation; compressed sensing; nonsmooth optimization
Cite as: Jiang X, Fang Y Y, Zeng X L, et al. Inexact proximal gradient algorithm with random reshuffling for nonsmooth optimization. Sci China Inf Sci, 2025, 68(1): 112201, doi: 10.1007/s11432-023-4095-y
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Mean-square prescribed finite-time output consensus of high-order linear multi-agent systems
Liang, Qingpeng; Huang, Deqing; Ma, Lei; Hu, Jiangping; Wu, Yanzhi
Sci China Inf Sci, 2024, 67(12): 229201
Keywords: multi-agent systems; communication noises; mean-square prescribed finite-time output consensus; stochastic approximation gain; distributed control
Cite as: Liang Q P, Huang D Q, Ma L, et al. Mean-square prescribed finite-time output consensus of high-order linear multi-agent systems. Sci China Inf Sci, 2024, 67(12): 229201, doi: 10.1007/s11432-023-4193-1
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Optimization methods rooted in optimal control
Zhang H S, Wang H X, Xu Y M, et al
Sci China Inf Sci, 2024, 67(12): 222208
Keywords: optimal control; optimization methods; optimization algorithm; maximum principle; superlinear convergence
Cite as: Zhang H S, Wang H X, Xu Y M, et al. Optimization methods rooted in optimal control. Sci China Inf Sci, 2024, 67(12): 222208, doi: 10.1007/s11432-024-4207-5
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Keywords: mixed integer programming; decomposition methods; distributed optimization
Cite as: Tian F Z, Liu H Z, Yu W W. A distributed decomposition algorithm for solving large-scale mixed integer programming problem. Sci China Inf Sci, 2024, 67(12): 222205, doi: 10.1007/s11432-024-4210-2
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Improved dynamic regret of distributed online multiple Frank-Wolfe convex optimization
Zhang, Wentao; Shi, Yang; Zhang, Baoyong; Yuan, Deming
Sci China Inf Sci, 2024, 67(11): 212201
Keywords: distributed online convex optimization; multiple iterations; Frank-Wolfe algorithm; dynamic regret; gradient tracking method
Cite as: Zhang W T, Shi Y, Zhang B Y, et al. Improved dynamic regret of distributed online multiple Frank-Wolfe convex optimization. Sci China Inf Sci, 2024, 67(11): 212201, doi: 10.1007/s11432-023-4086-5
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Keywords: Pinning control; Bearing-only formation; Finite-time; Multi-agent systems; Collision avoidance
Cite as: Liu C J, Zhu W, Sun F L. Finite-time bearing-only formation of first-order multi-agent systems under pinning control. Sci China Inf Sci, 2024, 67(5): 159203, doi: 10.1007/s11432-023-3999-5
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A reputation-based blockchain scheme for sustained carbon emission reduction
Zhou, Lixiao; Tang, Changbing; Bao, Zheng; Liu, Yang; Yu, Xinghuo
Sci China Inf Sci, 2024, 67(5): 159202
Keywords: blockchain; consensus protocol; carbon emission reduction; Emission Trading Schemes; Public Goods Game
Cite as: Zhou L X, Tang C B, Bao Z, et al. A reputation-based blockchain scheme for sustained carbon emission reduction. Sci China Inf Sci, 2024, 67(5): 159202, doi: 10.1007/s11432-023-3967-0
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Distributed sensor network localization based on local bearing measurement
Zhang, Hao; Lv, Yunkai; Wang, Zhuping; Zhan, Zhian; Yan, Huaicheng
Sci China Inf Sci, 2023, 66(12): 229202
Keywords: network localization; local bearing measurements; orientation estimation; directed acyclic graph; distributed estimation
Cite as: Zhang H, Lv Y K, Wang Z P, et al. Distributed sensor network localization based on local bearing measurement. Sci China Inf Sci, 2023, 66(12): 229202, doi: 10.1007/s11432-022-3797-2
Special Topic: Control, Optimization, and Learning for Networked Systems
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Keywords: data-driven control; interconnected system; traffic light control; prediction control; adaptive predictive control
Cite as: Ru X F, Mei C Y, Xia W G, et al. Distributed model-free adaptive predictive control of traffic lights for multiple interconnected intersections. Sci China Inf Sci, 2023, 66(9): 190209, doi: 10.1007/s11432-022-3825-4
Special Topic: Control, Optimization, and Learning for Networked Systems
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Keywords: distributed observer; heterogeneous multi-agent system; sign consensus; switching signed graph; leaderless consensus
Cite as: Meng Y H, Zhang H W, Wu A G. Leaderless output sign consensus of heterogeneous multi-agent systems over switching signed graphs. Sci China Inf Sci, 2023, 66(9): 190208, doi: 10.1007/s11432-022-3776-5
Special Topic: Control, Optimization, and Learning for Networked Systems
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Keywords: cooperative output regulation; heterogeneous multi-agent systems; DoS attacks; linear parameter-varying systems
Cite as: Fu C C, Zhang H, Huang C, et al. Secure cooperative output regulation for linear parameter-varying systems under DoS attacks: a resilient observer approach. Sci China Inf Sci, 2023, 66(9): 190203, doi: 10.1007/s11432-022-3792-5
