Swarm robots using Levy walk with concession in targets exploration

被引:0
|
作者
Katada, Yoshiaki [1 ]
Ohkura, Kazuhiro [2 ]
机构
[1] Setsunan Univ, 17-8 Ikeda-Nakamachi, Neyagawa, Osaka 5728508, Japan
[2] Hiroshima Univ, Grad Sch Adv Sci & Engn, 1-4-1 Kagamiyama, Higashihiroshima, Hiroshima 7398527, Japan
关键词
Swarm robotics; Levy walk; Concession; Navigation; Mobile robots;
D O I
10.1007/s10015-023-00900
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
In the swarm robotics community, Levy walk has been recognized as one of the most efficient search strategies for the environment, with sparse targets that robots have no prior knowledge of. Generally, Levy walk is generated by following the Levy distribution. Our previous results also confirmed that the Levy walk outperformed the usual random walk for exploration strategy in real swarm robot experiments. On the other hand, it has been reported in several papers that each individual in swarm robots does not follow Levy distribution due to collision avoidance from other robots, resulting in inefficient search. Therefore, we introduced concessions to the swarm robots to improve search efficiency. This paper investigated the performance of the Levy walk with concession. Robots concede other robots when they receive the signal that other robots execute longer walks. We conducted a series of computer simulations varying ranges detecting other robots' walk distance signals, the number of robots, the number of targets, and the distribution of targets. The results suggest that the search efficiency of Levy walk was improved by concession. Furthermore, we confirmed that improving search efficiency saturates beyond the threshold of range detecting other robots' walk distance signals.
引用
收藏
页码:652 / 660
页数:9
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