矩阵权重网络上混杂多智能体系统的随机一致性OA
Randomized Consensus of Hybrid Multiagent Systems on Matrix-Weighted Networks
研究了混杂多智能体系统在矩阵权重网络上的随机一致性问题.针对此类系统,提出一种基于采样信息的分布式随机一致性协议,该协议采用异步成对更新机制,有效降低了通信与计算需求.利用期望图理论和随机矩阵稳定性分析,推出系统达到随机一致性的充分必要条件,该条件与采样周期和期望拉普拉斯矩阵的零空间有关.特别地,当反馈增益相同时,给出系统达到随机平均一致性的充要条件.此外,通过分析误差系统的二阶矩收敛性,借助马尔科夫不等式,导出其收敛速度的 ϵ-一致性时间的解析上界.最后,数值仿真验证了所提协议的可行性与理论结果的有效性.
This paper investigates the randomized consensus problem for hybrid multiagent systems on matrix-weighted networks.For such systems,this paper proposes a distributed randomized consensus protocol based on sampled information,which employs an asynchronous pairwise update mechanism to effectively reduce communica-tion and computational demand.By leveraging expected graph theory and stochastic matrix stability analysis,ne-cessary and sufficient conditions are derived for the system to achieve consensus in expectation,which are related to the sampling period and the null space of the expected Laplacian matrix.Specifically,when the feedback gains are identical,necessary and sufficient conditions are provided for achieving randomized average consensus.Furthermore,by analyzing the second-moment convergence of the error system and using Markov's inequality,an analytical up-per bound for the ϵ-consensus time is derived to characterize its convergence speed.Finally,numerical simulations validate the feasibility of the proposed protocol and the effectiveness of the theoretical results.
妙锁霞;巩勇杰;苏厚胜
江西水利电力大学理学院 南昌 330099||江西水利电力大学工程数学与先进计算重点实验室 南昌 330099江西水利电力大学理学院 南昌 330099华中科技大学人工智能与自动化学院 武汉 430074
随机一致性混杂多智能体系统矩阵权重ϵ-一致性时间随机算法
randomized consensushybrid multiagent systemsmatrix-weightedϵ-consensus timerandomized al-gorithms
《自动化学报》 2026 (6)
1201-1208,8
国家自然科学基金(62425602,62263024,U25B2078,62561160100),江西省自然科学基金(20252BAC240190),湖北省自然科学基金创新群体项目(2025AFA027),江西水利电力大学科研启动基金(2023kyqd021)资助 Supported by National Natural Science Foundation of China(62425602,62263024,U25B2078,62561160100),Jiangxi Provin-cial Natural Science Foundation(20252BAC240190),Natural Sci-ence Foundation of Hubei Province of China(2025AFA027),and Scientific Research Startup Foundation Project of Jiangxi Uni-versity of Water Resources and Electric Power(2023kyqd021)
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