Multi-objective optimization of a parallel manipulator for the design of a prosthetic arm using genetic algorithms

被引:11
作者
Leal-Naranjo, Jose-Alfredo [1 ,2 ]
Ceccarelli, Marco [2 ]
Torres-San-Miguel, Christopher-Rene [1 ]
Aguilar-Perez, Luis-Antonio [1 ]
Urriolagoitia-Sosa, Guillermo [1 ]
Urriolagoitia-Calderon, Guillermo [1 ]
机构
[1] Inst Politecn Nacl, Secc Estudios Posgrad, Escuela Super Ingn Mecan & Elect, Unidad Zacatenco, Mexico City, DF, Mexico
[2] Univ Cassino & Lazio Meridionale Cassino, LARM Lab Robot & Meccatron, DiCEM, Cassino, Italy
来源
LATIN AMERICAN JOURNAL OF SOLIDS AND STRUCTURES | 2018年 / 15卷 / 03期
关键词
Prosthetic arm; Biomechanics; Multi-objective optimization; Genetic algorithms; MECHANISMS;
D O I
10.1590/1679-78254044
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper presents a synthesis of a spherical parallel manipulator for a shoulder of a seven-degrees-of-freedom prosthetic human arm using a multi-objective optimization. Three design objectives are considered, namely the workspace, the dexterity, and the actuators torques. The parallel manipulator is modelled considering 13 design parameters in an optimization procedure. Due to the non-linearity of the design problem, genetic algorithms are implemented. The outcomes show that a suitable performance of the manipulator is achieved using the proposed optimization.
引用
收藏
页数:15
相关论文
共 38 条
[21]   Design optimization of a spatial six degree-of-freedom parallel manipulator based on artificial intelligence approaches [J].
Gao, Zhen ;
Zhang, Dan ;
Ge, Yunjian .
ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2010, 26 (02) :180-189
[22]  
Gosselin C., 1987, J MECH TRANSMISSIONS, V111, P202
[23]  
He L, 2014, LECT NOTES ARTIF INT, V8917, P56, DOI 10.1007/978-3-319-13966-1_6
[24]   Design optimization of a cable-based parallel tracking system by using evolutionary algorithms [J].
Hernandez, Eusebio E. ;
Valdez, S. -I. ;
Ceccarelli, M. ;
Hernandez, A. ;
Botello, S. .
ROBOTICA, 2015, 33 (03) :599-610
[25]   Tackling real-coded genetic algorithms: Operators and tools for behavioural analysis [J].
Herrera, F ;
Lozano, M ;
Verdegay, JL .
ARTIFICIAL INTELLIGENCE REVIEW, 1998, 12 (04) :265-319
[26]  
Holland I.H., 1975, ADAPTATION NATURAL A
[27]  
Johannes MS, 2011, J HOPKINS APL TECH D, V30, P207
[28]  
Leal-Naranjo J. A, 2016, INT C ROB ALP ADR DA, P482
[29]   Design of spherical parallel mechanisms for application to laparoscopic surgery [J].
Li, TM ;
Payandeh, S .
ROBOTICA, 2002, 20 (02) :133-138
[30]  
Michalewicz Z., 1996, GENETIC ALGORITHMS D, P45, DOI https://doi.org/10.1007/978-3-662-03315-9_4