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Mobile agents path planning based on an extension of Bug-Algorithms and applied to the pursuit-evasion game

机译:基于错误算法扩展的移动代理路径规划,并应用于追逃游戏

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摘要

Pursuit-evasion game is a known problem in Multi-agent systems. This problem is approached through the elaboration of different task coordination and path planning mechanisms. This paper proposes a new sensor-based obstacle avoidance method extended from Bug-Algorithms with the aim of providing an efficient path planning to the pursuers during the targets’ capture. Noting that, the environment is decomposed on a grid of cells, in which Markov Decision Process (MDP) principles are implemented to lead the motion of the agents. In relation to Bug-Algorithms, this method increases the utilization of the sensors data to improve the decision making regarding the obstacle’s leaving point. This fact makes this method goal-oriented and decreases the pursuers’ path to the goal. Moreover, we showcase the performance of this method through a comparative study with our previous works in which Bug-2 algorithm was used to avoid the obstacles encountered.
机译:追逃游戏是多智能体系统中的一个已知问题。通过制定不同的任务协调和路径规划机制来解决此问题。本文提出了一种新的基于传感器的障碍物回避方法,该方法是从Bug-算法扩展而来的,目的是在捕获目标期间为追踪者提供有效的路径规划。注意,环境在单元格网格上分解,在该网格中,实施了马尔可夫决策过程(MDP)原理来领导主体的运动。关于错误算法,此方法提高了传感器数据的利用率,从而改善了有关障碍物离开点的决策。这个事实使这种方法以目标为导向,并减少了追求者实现目标的途径。此外,我们通过与以前的工作进行了比较研究,展示了该方法的性能,在该工作中,使用Bug-2算法来避免遇到的障碍。

著录项

  • 来源
    《Web Intelligence and Agent Systems》 |2017年第4期|325-334|共10页
  • 作者单位

    Department of Computer Science,University of Khenchela,40000 Khenchela,Algeria.,School of Computer Science and Technology,Harbin Institute of Technology,Harbin,150001,China.;

    School of Computer Science and Technology,Harbin Institute of Technology,Harbin,150001,China.;

    School of Computer Science and Technology,Harbin Institute of Technology,Harbin,150001,China.;

  • 收录信息 美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Obstacle avoidance; path planning; pursuit-evasion; mobile agents;

    机译:避障;路径规划;逃避追捕;移动特工;

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