基于改进遗传算法的空间机械臂操作序列规划
CSTR:
作者:
作者单位:

1北京航天飞行控制中心,北京 100094;2航天飞行动力学技术重点实验室,北京 100094

作者简介:

通讯作者:

刘传凯,男,高级工程师,E-mail: ckliu2005@163.com。

中图分类号:

TP243

基金项目:

国家自然科学基金(62373034)。


Operation Sequence Planning for Space Manipulator Based on Improved Genetic Algorithm
Author:
Affiliation:

1Beijing Aerospace Control Center, Beijing 100094, China;2Key Laboratory of Science and Technology on Aerospace Flight Dynamics, Beijing 100094, China

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    空间机械臂执行在轨服务操作任务过程中,操作点数量繁多、存在复杂逻辑约束,且受自由度冗余影响,操作点间路径代价不唯一,造成最优操作序列规划非常困难。为此,本文提出一种基于改进遗传算法的空间冗余机械臂操作序列规划方法,首先建立空间冗余机械臂执行多点作业任务的构型转移网络模型,将操作序列规划归结为复杂化的旅行商问题。其次,采用可变长度片段随机交叉和操作点所属构型随机变更的方式对遗传算法进行改进,并且在适应度计算中引入操作点连通性代价,从而适应空间冗余机械臂操作序列的全局最优搜索。最后,以七自由度空间机械臂执行在轨多点巡检任务为例开展仿真试验。结果表明,通过该方法可有效地对操作序列进行优化从而大幅降低总路径代价,相较于传统遗传算法的运算效率更高且寻优能力更强,证实了该方法的可行性。

    Abstract:

    During the process of the space manipulator performing on-orbit service operation tasks, a large number of operation points and complex logical constraints exist. They are affected by the redundancy of degrees of freedom, and the path costs between operation points are not unique. Therefore, it is very difficult to plan the optimal operation sequence. This paper proposes an operation sequence planning method for spatially redundant robotic arms based on an improved genetic algorithm. Firstly, a configuration transfer network model is established for the spatially redundant robotic arm to perform multi-point operation tasks, and the operation sequence planning is reduced to a complex traveling salesman problem. Secondly, the genetic algorithm is improved by randomly crossing variable-length segments and randomly changing the configuration to which the operation points belong. Moreover, the connectivity cost of the operation points is introduced in the fitness calculation, thereby adapting to the global optimal search of the spatially redundant robotic arm operation sequence. Finally, a simulation experiment is carried out taking the on-orbit multi-point inspection task performed by a seven-degree-of-freedom space manipulator as an example. Results show that the method can effectively optimize the operation sequence and significantly reduce the total path cost. Compared with the traditional genetic algorithm, it has higher operation efficiency and stronger optimization ability, demonstrating the feasibility of this method.

    参考文献
    相似文献
    引证文献
引用本文

韩放,刘传凯,孙军,蒋晓寒,朱容琪.基于改进遗传算法的空间机械臂操作序列规划[J].南京航空航天大学学报,2026,58(1):183-192

复制
分享
相关视频

文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:2025-05-19
  • 最后修改日期:2025-11-03
  • 录用日期:
  • 在线发布日期: 2026-03-10
  • 出版日期:
文章二维码
您是第位访问者
网站版权 © 南京航空航天大学学报
技术支持:北京勤云科技发展有限公司