Cooperative capture trajectory optimization of multi-space robots using an improved multi-objective fruit fly algorithm

IF 0.5 4区 物理与天体物理 Q4 ASTRONOMY & ASTROPHYSICS Open Astronomy Pub Date : 2022-01-01 DOI:10.1515/astro-2022-0198
Y. Wang, Jing Cao, Nan Ye, Shouming Sun, Junfeng Li, Zhenyong Bo
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Abstract

Abstract Considering that some tasks will require the consistency of the position and attitude of the end-effector, multi-space-robot cooperative capture also needs to consider the synchronization of the two capture arms. Taking the dual-space robots as example, the trajectory planning problem before cooperative capture is focused. First, a drive-transform method based on trapezoidal velocity interpolation is proposed, which combines the advantages of these two methods to obtain the SE(3) motion trajectory, in which the attitude and position are planned synchronously. Then, the trajectory optimization model of cooperative capture is established, which takes the optimal time and the minimum attitude disturbance of the base as the optimization goals, and simultaneously satisfies that the two capture arms reach the capture point synchronously. In order to solve this multi-objective optimization problem, a dual-population multi-objective fruit fly algorithm based on non-dominated sorting was proposed. Finally, the simulation example of dual-space robots shows that the proposed algorithm is effective, and the analysis of the optimal solution set demonstrates that the optimized cooperative capture trajectory is smooth and synchronous.
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基于改进多目标果蝇算法的多空间机器人协同捕获轨迹优化
考虑到某些任务要求末端执行器的位置和姿态保持一致,多空间机器人协同捕获还需要考虑两个捕获臂的同步。以双空间机器人为例,重点研究了协同捕获前的轨迹规划问题。首先,提出了一种基于梯形速度插值的驱动变换方法,结合两种方法的优点,获得了姿态和位置同步规划的SE(3)运动轨迹;然后,建立了以最优时间和基地姿态扰动最小为优化目标的协同捕获轨迹优化模型,同时满足两个捕获臂同步到达捕获点;为了解决这一多目标优化问题,提出了一种基于非支配排序的双种群多目标果蝇算法。最后,通过双空间机器人的仿真实例验证了所提算法的有效性,并对最优解集进行了分析,结果表明优化后的协同捕获轨迹是平滑的、同步的。
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来源期刊
Open Astronomy
Open Astronomy Physics and Astronomy-Astronomy and Astrophysics
CiteScore
1.30
自引率
14.30%
发文量
37
审稿时长
16 weeks
期刊介绍: The journal disseminates research in both observational and theoretical astronomy, astrophysics, solar physics, cosmology, galactic and extragalactic astronomy, high energy particles physics, planetary science, space science and astronomy-related astrobiology, presenting as well the surveys dedicated to astronomical history and education.
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