首页> 外文会议>International Conference on Intelligent Computing and Integrated Systems >Application of improved PSO in mobile robotic path planning
【24h】

Application of improved PSO in mobile robotic path planning

机译:改进的粒子群优化算法在移动机器人路径规划中的应用

获取原文

摘要

An improved PSO algorithm which is applied to mobile robot path planning is proposed. In this paper, we use the grid method to decompose two-dimensional space of the robot path to build the path space model. Using this method is simple and easy to achieve computer modeling, storing, processing, updating and analyzing. It can make the pairs of particles in the algorithm exchange information by leading crossover operator into the basic particle swarm algorithm in order to make it have the new ability to fly to the search space. Pulling the mutation operator in basic particle swarm algorithm to enhance the PSO algorithm's capacity of getting out of local optimal. Simulation results show that the improved algorithm is simple and effective, more advantage than the basic PSO algorithm.
机译:提出了一种改进的PSO算法,其应用于移动机器人路径规划。在本文中,我们使用网格方法来分解机器人路径的二维空间来构建路径空间模型。使用此方法简单且易于实现计算机建模,存储,处理,更新和分析。它可以通过将交叉运算符引入基本粒子群算法,使算法中的粒子对算法进行交换信息,以使其具有飞向搜索空间的新能力。将突变算子拉动在基本粒子群算法中,以增强PSO算法的超出本地最佳能力。仿真结果表明,改进的算法简单有效,比基本PSO算法更具优势。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号