有限允许交互的多智能体系统变量耦合分布式资源分配。

IF 6.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Linhua Luan, Sitian Qin
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引用次数: 0

摘要

可变耦合分布式资源分配(VCDRA)涉及优化互联实体之间的资源分配,反映了实际系统中复杂的相关性。本文以共识技术为基础,提出了一种新型分布式优化算法,以解决代理面临可允许交互范围和外部干扰时的 VCDRA 问题。可允许的交互是指由于通信能力或资源可用性有限,代理只能在指定范围内传输信息。所提出的分布式优化算法改进了现有的交互机制,降低了计算需求,统一了多代理系统的通信方案,从而避免了额外的信息交换。理论证明,该算法能以指数级的速度获得 VCDRA 的最优解。与现有的抑制外部干扰的算法相比,所提出的分布式优化算法的鲁棒性不再依赖于外部干扰的上界,即使在无界干扰的情况下也能保持有效。最后,智能电网和无线通信应用证明了所开发的分布式优化算法的收敛性和鲁棒性,进一步证明了其在实际应用中的优越性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Variable-coupled distributed resource allocations for multi-agent system with limited admissible interaction
Variable-coupled distributed resource allocations (VCDRAs) involve optimizing resource distribution among interconnected entities, reflecting the complex correlation in practical systems. Based on the consensus technology, this paper proposes a novel distributed optimization algorithm to address the VCDRA in scenarios where agents are confronted with admissible interaction ranges and external disturbances. Admissible interaction refers to agents only transmitting information within a specified range due to limited communication capabilities or resource availability. The proposed distributed optimization algorithm improves existing interaction mechanisms, reducing computational demands and unifying the communication schemes of the multi-agent system, thereby avoiding additional information exchange. Theoretically, it is proven that the algorithm can get the optimal solution of VCDRA with an exponential rate. Compared to existing algorithms for suppressing external disturbances, the robustness of the proposed distributed optimization algorithm no longer relies on the upper bound of external disturbances, allowing it to remain effective even in the presence of unbounded disturbances. Finally, smart grids and wireless communications applications demonstrate the convergence and robustness of the developed distributed optimization algorithm, further proving its superiority in practical applications.
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来源期刊
ISA transactions
ISA transactions 工程技术-工程:综合
CiteScore
11.70
自引率
12.30%
发文量
824
审稿时长
4.4 months
期刊介绍: ISA Transactions serves as a platform for showcasing advancements in measurement and automation, catering to both industrial practitioners and applied researchers. It covers a wide array of topics within measurement, including sensors, signal processing, data analysis, and fault detection, supported by techniques such as artificial intelligence and communication systems. Automation topics encompass control strategies, modelling, system reliability, and maintenance, alongside optimization and human-machine interaction. The journal targets research and development professionals in control systems, process instrumentation, and automation from academia and industry.
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