异质性在自主周边防御问题中的作用

Aviv Adler, Oscar Mickelin, Ragesh K. Ramachandran, Gaurav S. Sukhatme, Sertac Karaman
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引用次数: 0

摘要

自主机器人团队组成中的异质性何时有利,何时有害?我们在一个最小可行模型的背景下研究并回答了这个问题,该模型研究了异质速度在周边防御问题中的作用,防御者共享分配的总速度预算。我们考虑了两种不同的问题设置,并开发了基于动态编程和局部交互规则的策略。我们对这两种方法进行了理论分析,并通过模拟对结果进行了广泛验证。有趣的是,我们的结果表明,异质团队的生存能力取决于防守方可获得的信息量。此外,我们的结果还表明了一种普遍性:在广泛的问题参数范围内,防守方的最佳速度比几乎保持不变。
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The role of heterogeneity in autonomous perimeter defense problems
When is heterogeneity in the composition of an autonomous robotic team beneficial and when is it detrimental? We investigate and answer this question in the context of a minimally viable model that examines the role of heterogeneous speeds in perimeter defense problems, where defenders share a total allocated speed budget. We consider two distinct problem settings and develop strategies based on dynamic programming and on local interaction rules. We present a theoretical analysis of both approaches and our results are extensively validated using simulations. Interestingly, our results demonstrate that the viability of heterogeneous teams depends on the amount of information available to the defenders. Moreover, our results suggest a universality property: across a wide range of problem parameters the optimal ratio of the speeds of the defenders remains nearly constant.
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