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融合改进灰狼算法及时间约束的航迹规划

闫浩泉 杨柳庆 张勇

舰船电子工程2023,Vol.43Issue(11):38-43,63,7.
舰船电子工程2023,Vol.43Issue(11):38-43,63,7.DOI:10.3969/j.issn.1672-9730.2023.11.008

融合改进灰狼算法及时间约束的航迹规划

Improved Grey Wolf Optimizer Based on Integration Strategy and Path Planning With Time Constraints

闫浩泉 1杨柳庆 2张勇3

作者信息

  • 1. 南京航空航天大学自动化学院 南京 210016
  • 2. 南京航空航天大学自动化学院 南京 210016||南京航空航天大学无人机研究院 南京 210016
  • 3. 中小型无人机先进技术工业和信息化部重点实验室 南京 210016||南京航空航天大学无人机研究院 南京 210016
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摘要

Abstract

For the path planning of fixed wing UAV with high real-time requirements,time cost is introduced into the optimi-zation model to fit the actual project,and an improved gray wolf optimizer integrating whale optimization algorithm is proposed to complete the optimization solution.On the premise of retaining the gray wolf hierarchy,a random mechanism about candidate wolves is added to improve the ability to jump out of the local optimum.The spiral updating mechanism is introduced while using weight fac-tors to control contraction and expansion.The randomness of the latter is weakened by establishing early warning probability related to the fitness ranking.Finally,the advantages of the improved algorithm in convergence accuracy and convergence speed are quanti-fied in the comparative simulation experiments of path planning in different dimensions.

关键词

灰狼优化算法/航迹规划/时间约束

Key words

grey wolf optimizer/path planning/time constraint

分类

信息技术与安全科学

引用本文复制引用

闫浩泉,杨柳庆,张勇..融合改进灰狼算法及时间约束的航迹规划[J].舰船电子工程,2023,43(11):38-43,63,7.

基金项目

国家自然科学基金项目(编号:52272369)资助. (编号:52272369)

舰船电子工程

OACSTPCD

1672-9730

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