详细信息
Adaptive Frequency andDelay Compensation inMulti-agent Systems: Enhancing Communication Efficiency andRobustness ( EI收录)
文献类型:期刊文献
英文题名:Adaptive Frequency andDelay Compensation inMulti-agent Systems: Enhancing Communication Efficiency andRobustness
作者:Wang, Jianrui[1]; Li, Yi[1]; Tang, Yang[1]
机构:[1] East China University of Science and Technology, Shanghai, 200237, China
年份:2025
卷号:2420 CCIS
起止页码:182
外文期刊名:Communications in Computer and Information Science
收录:EI(收录号:20252118454750)
语种:英文
摘要:In multi-agent systems, effective communication and coordination are critical, especially in dynamic and delay-prone environments. This paper introduces AFDAC (Adaptive Frequency and DelAy Compensation), a novel framework that enhances communication efficiency and system robustness through adaptive strategies. AFDAC employs adaptive communication frequency adjustment to dynamically modulate communication frequency based on real-time task urgency, optimizing resource utilization and decision-making. Additionally, it incorporates a delay compensation mechanism to mitigate the effects of communication delays, ensuring timely and accurate information exchange among agents. Experiments conducted in multi-agent particle environments demonstrate that AFDAC significantly outperforms existing baselines in terms of overall performance, coordination effectiveness, and system robustness. ? The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025.
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