On Site Fidelity and the Price of Ignorance in Swarm Robotic Central Place Foraging Algorithms

Abhinav Aggarwal, G. M. Fricke, Diksha Gupta, M. Moses
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引用次数: 5

Abstract

A key factor limiting the performance of central place foraging algorithms is the awareness of the agent(s) about the location of food items around the nest. We study the ratio of how much time an ignorant agent takes relative to an omniscient forager for complete collection of food items in the arena. This effectively quantifies the penalty each algorithm pays for not knowing (or choosing to ignore information gained about) where the resources are located. We model the effect of depletion of food items from the arena on the foraging efficiency over time and analytically verify that returning to the location of the last food item found strongly helps in counteracting this effect. To the best of our knowledge, these results have only been empirically argued so far.
群机器人中心地觅食算法中的站点保真度和无知的代价
限制中心觅食算法性能的一个关键因素是智能体对巢穴周围食物位置的感知。我们研究了一个无知的主体相对于一个无所不知的觅食者在竞技场中完全收集食物所需的时间的比率。这有效地量化了每个算法因不知道(或选择忽略所获得的信息)资源所在位置而付出的代价。随着时间的推移,我们模拟了从竞技场中消耗食物对觅食效率的影响,并分析验证了返回最后发现食物的位置强烈有助于抵消这种影响。据我们所知,到目前为止,这些结果只是经验性的论证。
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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