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Improved Motion Planning of Humanoid Robots Using Bacterial Foraging Optimization

机译:使用细菌觅食优化改善人形机器人的运动规划

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摘要

This paper emphasizes on Bacterial Foraging Optimization Algorithm for effective and efficient navigation of humanoid NAO, which uses the foraging quality of bacteria Escherichia coli for getting shortest path between two locations in minimum time. The Gaussian cost function assigned to both attractant and repellent profile of bacterium performs a major role in obtaining the best path between any two locations. Mathematical formulations have been performed to design the control architecture for humanoid navigation using the proposed methodology. The developed approach has been tested in a simulation platform, and the simulation results have been validated in an experimental platform. Here, motion planning for both single and multiple humanoid robots on a common platform has been performed by integrating a petri-net architecture for multiple humanoid navigation. Finally, the results obtained from both the platforms are compared in terms of suitable navigational parameters, and proper agreements have been observed with minimal amount of error limits.
机译:本文强调了人形NaO有效高效导航的细菌觅食优化算法,其使用细菌大肠杆菌的觅食质量在最短时间内获得两个位置之间的最短路径。分配给细菌的引诱剂和驱虫概况的高斯成本函数在获得任何两个位置之间的最佳路径方面表现了重要作用。已经进行了数学制剂以使用所提出的方法设计用于人形导航的控制架构。开发的方法已经在仿真平台中进行了测试,仿真结果已在实验平台中验证。这里,通过整合用于多个人形导航的Petri-Net架构来执行用于共同平台上的单个和多个人形机器人的运动规划。最后,在合适的导航参数方面比较了从两个平台获得的结果,并且已经通过最小的误差限制观察了适当的协议。

著录项

  • 来源
    《Robotica》 |2021年第1期|123-136|共14页
  • 作者单位

    Natl Inst Technol Rourkela Mech Engn Dept Robot Lab Rourkela 769008 Odisha India;

    Natl Inst Technol Rourkela Mech Engn Dept Robot Lab Rourkela 769008 Odisha India;

    Natl Inst Technol Hamirpur Mech Engn Dept Hamirpur 177005 Himachal Prades India;

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

    Humanoid NAO; BFOA; Path planning; Petri-net;

    机译:humanoid NA O;bf OA;path planning;petri-net;

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