Mechanical Design Optimization of a 6DOF Serial Manipulator Using Genetic Algorithm

被引:16
作者
Bjorlykhaug, Emil [1 ]
Egeland, Olav [2 ]
机构
[1] Norwegian Univ Sci & Technol, Dept Ocean Operat & Civil Engn, N-7491 Trondheim, Norway
[2] Norwegian Univ Sci & Technol, Dept Mech & Ind Engn, N-7491 Trondheim, Norway
关键词
Genetic algorithms; manipulator dynamics; mechanical engineering; optimization; ROBOT; STIFFNESS;
D O I
10.1109/ACCESS.2018.2875272
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Robots are becoming increasingly more common in the industry. In order to expand the use of robotic manipulators to complex tasks, a higher degree of tailoring of robots may be required. Tailoring of the mechanical design of a robot manipulator can be formulated as an optimization problem and we propose to use Genetic Algorithms (GA) to optimize link lengths, link diameters, and link thickness in order to determine the robot design for a given fitness function. As a case, the optimization of a robot manipulator for automated cleaning of fish processing plants is presented. For this application, the kinematic layout and joint configuration are decided beforehand. The dynamics of the robotic manipulator are presented along with the optimization algorithm and implemented in Java. Results show that the GA is well suited for the optimization of the design.
引用
收藏
页码:59087 / 59095
页数:9
相关论文
共 24 条
[1]  
Angeles J., 2008, Springer Handbook of Robotics, P229, DOI DOI 10.1007/978-3-540-30301-5_11
[2]  
[Anonymous], 2017, P 2017 IEEE INT C CO
[3]  
[Anonymous], 2013, WORLD ROBOTICS
[4]  
Bentley P. J., 1997, Engineering Design & Automation, V3, P119
[6]  
Bye R.T., 2015, ECMS, P147, DOI [10.7148/2015-0147, DOI 10.7148/2015-0147]
[7]   Conservative congruence transformation for joint and Cartesian stiffness matrices of robotic hands and fingers [J].
Chen, SF ;
Kao, I .
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2000, 19 (09) :835-847
[8]  
Chocron O, 1997, IEEE INT CONF ROBOT, P223, DOI 10.1109/ROBOT.1997.620042
[9]   Generative design in the development of a robotic manipulator [J].
Francalanza, Emmanuel ;
Fenech, Alec ;
Cutajar, Paul .
11TH CIRP CONFERENCE ON INTELLIGENT COMPUTATION IN MANUFACTURING ENGINEERING, 2018, 67 :244-249
[10]  
Han J, 1997, IEEE INT CONF ROBOT, P507, DOI 10.1109/ROBOT.1997.620087