robotic arm , path planning ,, ,chaos mapping ,, ,adaptive steps ,, ,lévy flight strategy ,"/> 基于改进狼群算法的机械臂路径规划
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吉林化工学院学报, 2024, 41(9): 9-14     https://doi.org/10.16039/j.cnki.cn22-1249.2024.09.002
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基于改进狼群算法的机械臂路径规划

晏启1,刘麒1,刘振刚2,王影1

(1.吉林化工学院 信息与控制工程学院,吉林 吉林 132022
2.史陶比尔(杭州)精密机械电子有限公司,浙江 杭州310002)

Robotic arm Path Planning based on Improved Wolf Pack Algorithm

YAN Qi1  ,LIU Qi1  , LIU Zhengang2  ,WANG Ying1   

(1.School of Information and Control Engineering,Jilin Institute of Chemical Technology,Jilin City 132022,China
2. St?ubli (Hangzhou) Precision Mechanical and Electronic Co., Ltd., Hangzhou 310002, China)

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摘要 针对机械臂路径规划中应用基本狼群算法(Wolf Pack Algorithm,WPA)存在收敛速度较慢、易陷入局部最优的问题,提出改进WPA算法的机械臂三维路径规划算法。首先,采用混沌映射的Tent初始化方法改善了初始种群的均匀与遍历特性;其次,在游走阶段加入莱维飞行策略和变方向的自适应游走行为,提高全局寻优能力;最后,将WPA 算法的召唤、围攻行为的固定步长替换自适应步长。对比同一三维场景进行改进前后WPA算法的机械臂路径规划仿真实验,改进后的WPA算法运行时间和路径长度均分别降低21.44%和16.21%,证明改进后的WPA算法应用在机械臂路径规划,其收敛速度和全局搜索能力上有更好的表现。
关键词:机械臂;路径规划;混沌映射;自适应步长;莱维飞行策略

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晏启
刘麒
刘振刚
王影
关键词:  机械臂  路径规划  混沌映射  自适应步长  莱维飞行策略    
Abstract: 

Aiming at the problem that the basic wolf pack algorithm (WPA) converges too slowly in robotic arm path planning and easily falls into local optimality, a robotic arm path planning algorithm based on the improved WPA algorithm is proposed. The Tent initialization method using chaotic mapping improves the uniformity and ergodic characteristics of the initial population; the Levi flight strategy and the adaptive wandering behavior of changing directions are added in the wandering stage to improve the global optimization capability; the summoning and siege behavior of the WPA algorithm are Fixed step size replaces adaptive step size. comparing the same three-dimensional scene, a robot arm path planning simulation experiment of the improved WPA algorithm before and after was performed. The improved WPA The algorithm running time and path length were reduced by 21.44% and 16.21% respectively, proving that the improved WPA algorithm has better performance in convergence speed and global search capabilities when applied to robotic arm path planning.

Key words:  robotic arm ')" href="#">

robotic arm    path planning             chaos mapping             adaptive steps             lévy flight strategy

               出版日期:  2024-09-25      发布日期:  2025-04-03      整期出版日期:  2024-09-25
ZTFLH:  TP242  
引用本文:    
晏启, 刘麒, 刘振刚, 王影. 基于改进狼群算法的机械臂路径规划[J]. 吉林化工学院学报, 2024, 41(9): 9-14.
YAN Qi , LIU Qi, LIU Zhengang, WANG Ying. Robotic arm Path Planning based on Improved Wolf Pack Algorithm. Journal of Jilin Institute of Chemical Technology, 2024, 41(9): 9-14.
链接本文:  
https://xuebao.jlict.edu.cn/CN/10.16039/j.cnki.cn22-1249.2024.09.002  或          https://xuebao.jlict.edu.cn/CN/Y2024/V41/I9/9
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