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A Distributed Strategy for Cooperative Autonomous Robots Using Pedestrian Behavior for Multi-Target Search in the Unknown Environment

机译:在未知环境中使用行人行为进行多目标搜索的协作式自主机器人分布式策略

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摘要

Searching multiple targets with swarm robots is a realistic and significant problem. The goal is to search the targets in the minimum time while avoiding collisions with other robots. In this paper, inspired by pedestrian behavior, swarm robotic pedestrian behavior (SRPB) was proposed. It considered many realistic constraints in the multi-target search problem, including limited communication range, limited working time, unknown sources, unknown extrema, the arbitrary initial location of robots, non-oriented search, and no central coordination. The performance of different cooperative strategies was evaluated in terms of average time to find the first, the half, and the last source, the number of located sources and the collision rate. Several experiments with different target signals, fixed initial location, arbitrary initial location, different population sizes, and the different number of targets were implemented. It was demonstrated by numerous experiments that SRPB had excellent stability, quick source seeking, a high number of located sources, and a low collision rate in various search strategies.
机译:用群体机器人搜索多个目标是一个现实而重大的问题。目的是在最短的时间内搜索目标,同时避免与其他机器人发生碰撞。本文在行人行为的启发下,提出了群体机器人行人行为(SRPB)。它考虑了多目标搜索问题中的许多现实约束,包括通信范围有限,工作时间有限,来源不明,极端情况未知,机器人的任意初始位置,无方向搜索以及没有中央协调。根据找到第一个,一半和最后一个源的平均时间,所定位源的数量和碰撞率,对不同合作策略的性能进行了评估。进行了几个具有不同目标信号,固定初始位置,任意初始位置,不同种群数量和不同目标数量的实验。通过大量实验证明,SRPB在各种搜索策略中均具有出色的稳定性,快速的源搜索,大量的定位源以及较低的冲突率。

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