A soft computing approach for inverse kinematics of robot manipulators

被引:64
作者
Lopez-Franco, Carlos [1 ]
Hernandez-Barragan, Jesus [1 ]
Alanis, Alma Y. [1 ]
Arana-Daniel, Nancy [1 ]
机构
[1] Univ Guadalajara, Comp Sci Dept, CUCEI, Guadalajara, Jalisco, Mexico
关键词
Forward kinematics; Inverse kinematics; Soft computing; Path tracking; OPTIMIZATION;
D O I
10.1016/j.engappai.2018.06.001
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The solution of the inverse kinematics problem is an essential capability for robotic manipulators. This capability is used to solve tasks such as path planning, control of manipulators, object grasping, etc. In this paper, we present an approach for solving the inverse kinematics of robot arm manipulators using a soft computing approach. Given a desired end effector pose, the proposed approach is able to solve both the position and orientation for the inverse kinematic problem. In addition, the proposed approach avoids singularities configurations, since, it is based on the forward kinematics equations. We present simulations and experiments, where a comparative study among some selected soft computing algorithms is realized. The simulations and experiments illustrate the effectiveness of the proposed approach.
引用
收藏
页码:104 / 120
页数:17
相关论文
共 29 条
[21]  
Sciavicco L., 1996, Modeling and control of robot manipulators, V8
[22]  
Selvaraj C., 2014, International Journal of Computer Science and Information Technologies, V5, P366
[23]  
Shi Y., 1998, EVOLUTIONARY PROGRAM, P591, DOI DOI 10.1007/BFB0040810
[24]   Differential evolution - A simple and efficient heuristic for global optimization over continuous spaces [J].
Storn, R ;
Price, K .
JOURNAL OF GLOBAL OPTIMIZATION, 1997, 11 (04) :341-359
[25]  
Tabendeh S, 2006, IEEE C EV COMP, P1815, DOI DOI 10.1109/CEC.2006.1688527
[26]  
Yang XB, 2010, ADV INFORM KNOWL PRO, P65, DOI 10.1007/978-1-84882-628-1_4
[27]   Cuckoo Search via Levey Flights [J].
Yang, Xin-She ;
Deb, Suash .
2009 WORLD CONGRESS ON NATURE & BIOLOGICALLY INSPIRED COMPUTING (NABIC 2009), 2009, :210-+
[28]   A new solution for inverse kinematics of 7-DOF manipulator based on genetic algorithm [J].
Yang, Yugui ;
Peng, Guangzheng ;
Wang, Yifeng ;
Zhang, Hongli .
2007 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2007, :1947-1951
[29]  
Yanli Du, 2011, Proceedings 2011 International Conference on Mechatronic Science, Electric Engineering and Computer (MEC 2011), P1313