Multi-Agent Path Execution with Uncertainty

Yihao Liu, Xueyan Tang, Wentong Cai, Jingning Li
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Abstract

In real-world multi-agent applications, unexpected conditions can break the assumptions made in path planning and degrade the effectiveness of path execution. This paper studies robust and effective execution of multi-agent path plans under uncertainty. To guarantee conflict-freeness and deadlock-freeness, we define a feasibility problem to check whether the remaining portion of a path plan can be successfully executed. We prove that the problem is NP-complete and propose a feasibility test algorithm. We further develop algorithms to coordinate the agents online and have as many of them as possible moving concurrently to maximize the effectiveness of execution. We experimentally demonstrate the path execution effectiveness and computational efficiency of our algorithms.
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具有不确定性的多代理路径执行
在现实世界的多代理应用中,意外情况会打破路径规划中的假设,降低路径执行的有效性。本文研究了不确定情况下多代理路径计划的稳健有效执行。为了保证无冲突和无死锁,我们定义了一个可行性问题来检查路径计划的剩余部分是否能成功执行。我们证明了该问题的 NP 完备性,并提出了一种可行性测试算法。我们进一步开发了在线协调代理的算法,让尽可能多的代理同时移动,以最大限度地提高执行效率。我们通过实验证明了我们算法的路径执行效果和计算效率。
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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