Swarm robots using Lévy walk with concession in targets exploration

被引:0
|
作者
Yoshiaki Katada
Kazuhiro Ohkura
机构
[1] Setsunan University,Graduate School of Advanced Science and Engineering
[2] Hiroshima University,undefined
关键词
Swarm robotics; Lévy walk; Concession; Navigation; Mobile robots;
D O I
暂无
中图分类号
学科分类号
摘要
In the swarm robotics community, Lévy 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, Lévy walk is generated by following the Lévy distribution. Our previous results also confirmed that the Lévy 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 Lévy 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 Lévy 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 Lévy 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:8
相关论文
共 50 条
  • [41] Modelling of Lévy walk kinetics of charged particles in edge electrostatic turbulence in tokamaks
    L. Krlín
    R. Paprok
    V. Svoboda
    The European Physical Journal D, 2008, 48 : 95 - 109
  • [42] Coupled continuous time random walk with Lévy distribution jump anomalous diffusion?
    Pu, W. D.
    Zhang, H.
    Li, G. H.
    Guo, W. Y.
    Ma, B.
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2024, 635
  • [43] Levy walk enhances efficiency of group foraging in pheromone-communicating swarm robots
    Fujisawa, Ryusuke
    Dobata, Shigeto
    2013 IEEE/SICE INTERNATIONAL SYMPOSIUM ON SYSTEM INTEGRATION (SII), 2013, : 808 - 813
  • [44] Cooperation in a Swarm of Robots using RFID Landmarks
    Zecca, Giulio
    Couderc, Paul
    Banatre, Michel
    Beraldi, Roberto
    2008 INTERNATIONAL WORKSHOP ON ROBOTIC AND SENSORS ENVIRONMENTS, 2008, : 1 - +
  • [46] Assessment of performance of Lévy flight particle swarm optimization in the estimation of heat source
    Obed Cortés-Aburto
    José-Alfredo Hernández-Pérez
    Rafael Rojas-Rodríguez
    Journal of Mechanical Science and Technology, 2018, 32 : 3915 - 3928
  • [47] Assessment of performance of L,vy flight particle swarm optimization in the estimation of heat source
    Cortes-Aburto, Obed
    Hernandez-Perez, Jose-Alfredo
    Rojas-Rodriguez, Rafael
    JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2018, 32 (08) : 3915 - 3928
  • [48] Particle swarm optimization with lévy flight and adaptive polynomial mutation in gbest particle
    Jana, Nanda Dulal (nanda.jana@gmail.com), 1600, Springer Verlag (235):
  • [49] A Lévy Flight-Inspired Random Walk Algorithm for Continuous Fitness Landscape Analysis
    Wang, Yi
    Li, Kangshun
    INTERNATIONAL JOURNAL OF COGNITIVE INFORMATICS AND NATURAL INTELLIGENCE, 2023, 17 (01)
  • [50] Lévy Walk Dynamics in an External Constant Force Field in Non-Static Media
    Tian Zhou
    Pengbo Xu
    Weihua Deng
    Journal of Statistical Physics, 2022, 187