Solving the inverse kinematics problem of discretely actuated hyper-redundant manipulators using the multi-module searching method

IF 1.9 4区 计算机科学 Q3 ROBOTICS Robotica Pub Date : 2024-01-22 DOI:10.1017/s0263574723001893
Alireza Motahari
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Abstract

Hyper-redundant manipulators are produced by cascading several mechanisms on top of each other as modules. The discrete actuation makes their control easier because discrete actuators usually do not need any feedback to control. So far, several methods have been proposed to solve the inverse kinematic problem of discretely actuated, hyper-redundant manipulators. The two-by-two searching method is better than the other methods in terms of CPU time and error. In this article, the mentioned method is generalized by choosing an arbitrary number of modules as pending modules in each step of the solution instead of the necessary two. For validation, the proposed method is compared with nine meta-heuristic searching algorithms: simulated annealing, genetic algorithm, particle swarm optimization, ant colony optimization, gray wolf optimizer, stochastic fractal search, whale optimization algorithm, Giza pyramid construction, and flying fox optimization. Furthermore, the effect of the number of pending modules on CPU time and error is investigated. All the numerical problems have been solved for two case studies, one is planar and the other is spatial.

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利用多模块搜索法解决离散致动超冗余机械手的逆运动学问题
超冗余机械手是通过将多个机构作为模块级联在一起而产生的。由于离散致动器通常不需要任何反馈来控制,因此离散致动器使其控制更加容易。迄今为止,已经提出了几种方法来解决离散致动超冗余机械手的逆运动学问题。在 CPU 时间和误差方面,二乘二搜索法优于其他方法。本文对上述方法进行了推广,在求解的每一步中选择任意数量的模块作为待处理模块,而不是必要的两个。为了进行验证,将所提出的方法与九种元启发式搜索算法进行了比较:模拟退火、遗传算法、粒子群优化、蚁群优化、灰狼优化器、随机分形搜索、鲸鱼优化算法、吉萨金字塔构造和飞狐优化。此外,还研究了待处理模块数量对 CPU 时间和误差的影响。所有数值问题都已在两个案例研究中得到解决,一个是平面问题,另一个是空间问题。
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来源期刊
Robotica
Robotica 工程技术-机器人学
CiteScore
4.50
自引率
22.20%
发文量
181
审稿时长
9.9 months
期刊介绍: Robotica is a forum for the multidisciplinary subject of robotics and encourages developments, applications and research in this important field of automation and robotics with regard to industry, health, education and economic and social aspects of relevance. Coverage includes activities in hostile environments, applications in the service and manufacturing industries, biological robotics, dynamics and kinematics involved in robot design and uses, on-line robots, robot task planning, rehabilitation robotics, sensory perception, software in the widest sense, particularly in respect of programming languages and links with CAD/CAM systems, telerobotics and various other areas. In addition, interest is focused on various Artificial Intelligence topics of theoretical and practical interest.
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