DocumentCode
3242310
Title
Inverse Kinematics solution of PUMA 560 robot arm using ANFIS
Author
Aghajarian, Mickael ; Kiani, Kourosh
Author_Institution
Dept. of Electr. & Comput. Eng., Semnan Univ., Semnan, Iran
fYear
2011
fDate
23-26 Nov. 2011
Firstpage
574
Lastpage
578
Abstract
One of the problems in robotics field is, finding the solution of Inverse Kinematics (IK) problem. Traditional methods such as iterative, geometric and algebraic are inadequate if the joint structure of the robot is more complex. As the complexity of manipulator increases, solution of IK is difficult and computationally expensive. In this paper, using the ability of Adaptive Neuro-Fuzzy Inference System (ANFIS) to learn from training data, it is possible to create ANFIS with limited mathematical representation of the system. In the proposed method, forward kinematics relations of robot arm are used to obtain the data for training of ANFIS. Simulation is carried out on a PUMA 560 robot arm to show the effectiveness of the approach.
Keywords
fuzzy reasoning; manipulator kinematics; mechanical engineering computing; ANFIS; PUMA 560 robot arm; adaptive neurofuzzy inference system; inverse kinematics solution; robot forward kinematics relations; Joints; Kinematics; Manipulators; Robot kinematics; Testing; Training; ANFIS; Inverse Kinematics; PUMA 560 Robot Arm;
fLanguage
English
Publisher
ieee
Conference_Titel
Ubiquitous Robots and Ambient Intelligence (URAI), 2011 8th International Conference on
Conference_Location
Incheon
Print_ISBN
978-1-4577-0722-3
Type
conf
DOI
10.1109/URAI.2011.6145885
Filename
6145885
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