Research on Complex Multiconstraint Path Planning Based on ACA Hybrid Algorithm

Author:

Wang Hongyun1ORCID,Gao Min1,Gao Weiwei1,Li Wenzhao1

Affiliation:

1. Army Engineering University of PLA, Shijiazhuang, Hebei Province, China

Abstract

Aiming at the multiconstraint complex problem of path planning, a hybrid algorithm with fast convergence and fast obstacle avoidance is proposed. According to the actual aircraft, a multiconstrained path cost model with seven components is constructed and defined the parameters and penalty factors of each part. To improve the sensitivity of each part of the trace planning cost function, according to the inconsistency of the cost index unit and measurement range, the expert scoring method is used to configure and normalize the index with weight. Make full advantage of the ACO algorithm and the artificial potential field algorithm to form the ACA hybrid algorithm, a pheromone heuristic function improvement method is proposed, and a control factor is introduced. The proposed model and planning algorithm are simulated based on the MATLAB platform environment, and it is shown by simulations that the hybrid algorithm has obvious advantages in terms of motion trajectory smoothness, number of iterations, and minimum path cost .It well solved the practical application problem of fast path planning convergence and fast avoiding obstacles in the complex environment.

Publisher

Hindawi Limited

Subject

Aerospace Engineering

Reference39 articles.

1. Review of UAV cluster research progress;Y. Jia;Aviation Journal,2020

2. Progress in distributed low-cost UAV cluster in the United States;Y. Song;Flying Missile,2016

3. Analyze the US Navy low-cost drone swarm technology;J. Chen;Unmanned Aerial Vehicle,2016

4. Analysis of the development of small American UAV clusters;X. Wu;Tactical Missile Technology,2018

5. Exploration of intelligent munio cluster;R. Zou;Tactical Missile Technology,2020

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3