On Resilience Against Cyber-Physical Uncertainties in Distributed Nash Equilibrium Seeking Strategies for Heterogeneous Games

IF 15.3 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Maojiao Ye
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引用次数: 0

Abstract

This paper designs distributed Nash equilibrium seeking strategies for heterogeneous dynamic cyber-physical systems. In particular, we are concerned with parametric uncertainties in the control channel of the players. Moreover, the weights on communication links can be compromised by time-varying uncertainties, which can result from possibly malicious attacks, faults and disturbances. To deal with the unavailability of measurement of optimization errors, an output observer is constructed, based on which adaptive laws are designed to compen-sate for physical uncertainties. With adaptive laws, a new distributed Nash equilibrium seeking strategy is designed by further integrating consensus protocols and gradient search algorithms. Moreover, to further accommodate compromised communication weights resulting from cyber-uncertainties, the coupling strengths of the consensus module are designed to be adaptive. As a byproduct, the coupling strengths are independent of any global information. With theoretical investigations, it is proven that the proposed strategies are resilient to these uncertainties and play-ers' actions are convergent to the Nash equilibrium. Simulation examples are given to numerically validate the effectiveness of the proposed strategies.
异构博弈分布式纳什均衡寻求策略中抗网络物理不确定性的弹性研究
针对异构动态信息物理系统,设计了分布式纳什均衡寻求策略。特别地,我们关注参与者控制通道中的参数不确定性。此外,通信链路上的权重可能受到时变不确定性的影响,这些不确定性可能由可能的恶意攻击、故障和干扰引起。针对无法测量优化误差的问题,构造了输出观测器,在此基础上设计了自适应律来补偿物理不确定性。在自适应律的基础上,进一步将共识协议与梯度搜索算法相结合,设计了一种新的分布式纳什均衡寻求策略。此外,为了进一步适应网络不确定性导致的通信权重受损,共识模块的耦合强度被设计为自适应的。作为副产品,耦合强度与任何全局信息无关。通过理论研究,证明了所提出的策略对这些不确定性具有弹性,并且参与者的行动收敛于纳什均衡。仿真算例数值验证了所提策略的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Ieee-Caa Journal of Automatica Sinica
Ieee-Caa Journal of Automatica Sinica Engineering-Control and Systems Engineering
CiteScore
23.50
自引率
11.00%
发文量
880
期刊介绍: The IEEE/CAA Journal of Automatica Sinica is a reputable journal that publishes high-quality papers in English on original theoretical/experimental research and development in the field of automation. The journal covers a wide range of topics including automatic control, artificial intelligence and intelligent control, systems theory and engineering, pattern recognition and intelligent systems, automation engineering and applications, information processing and information systems, network-based automation, robotics, sensing and measurement, and navigation, guidance, and control. Additionally, the journal is abstracted/indexed in several prominent databases including SCIE (Science Citation Index Expanded), EI (Engineering Index), Inspec, Scopus, SCImago, DBLP, CNKI (China National Knowledge Infrastructure), CSCD (Chinese Science Citation Database), and IEEE Xplore.
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