公共产品博弈框架下无人集群自主协作的策略主导机制

IF 1.9 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Journal of Systems Engineering and Electronics Pub Date : 2023-10-01 DOI:10.23919/JSEE.2023.000131
Pan Li;Wu Zhonghong;Yu Minggang;Liu Jintao;Mei Dan
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引用次数: 0

摘要

无人集群操作的关键优势在于其自主协作。如何提高协作者的比例是无人机群自主协作的关键问题之一。本文在公共产品博弈的框架下,提出了无人集群中自主协作的策略主导机制。首先对无人集群中的自主协作进行了需求分析;并在此基础上建立了基于愿望驱动的多人进化游戏模型。然后通过理论推导,构造了该模型的平均丰度函数和策略优势条件。此外,通过仿真揭示了群体合作中参数调整的演化机制,并在线性和阈值公共产品博弈中模拟了乘数r、期望水平a、阈值$m$等参数对策略优势条件的影响,以确定策略优势特征;最后,提出了一些有意义的建议,为无人集群协作的实际控制提供了有意义的探索。
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Strategy dominance mechanism of autonomous collaboration in unmanned swarm within the framework of public goods game
The key advantage of unmanned swarm operation is its autonomous cooperation. How to improve the proportion of cooperators is one of the key issues of autonomous collaboration in unmanned swarm operations. This work proposes a strategy dominance mechanism of autonomous collaboration in unmanned swarm within the framework of public goods game. It starts with the requirement analysis of autonomous collaboration in unmanned swarm; and an aspiration-driven multiplayer evolutionary game model is established based on the requirement. Then the average abundance function and strategy dominance condition of the model are constructed by theoretical derivation. Furthermore, the evolutionary mechanism of parameter adjustment in swarm cooperation is revealed via simulation, and the influences of the multiplication factor r, aspiration level a, threshold $m$ and other parameters on the strategy dominance conditions were simulated for both linear and threshold public goods games (PGGs) to determine the strategy dominance characteristics; Finally, deliberate proposals are suggested to provide a meaningful exploration in the actual control of unmanned swarm cooperation.
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来源期刊
Journal of Systems Engineering and Electronics
Journal of Systems Engineering and Electronics 工程技术-工程:电子与电气
CiteScore
4.10
自引率
14.30%
发文量
131
审稿时长
7.5 months
期刊介绍: Information not localized
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