Title :
Kinematics Modeling and Real-Time Seam Tracking for Welding Mobile Robot
Author :
Jin Xin ; Huang Jie ; Zhang Ke ; Wu Yixiong
Author_Institution :
Shanghai Jiaotong Univ., Shanghai, China
Abstract :
Kinematics modeling of the developed welding mobile robot is presented and a real time seam tracking algorithm based on fuzzy neural network is proposed. At first, the kinematics behavior of mobile robot body and cross sliders action to the welding torch are investigated by the Denavit-Hartenberg(D-H) Homogeneous transformation method, and a full kinematics model is established. And then a seam tracking controller based on fuzzy-gaussian neural network (FGNN) is described by applying a Gaussian function as an activation function, lateral slider position and heading angle of the robot act as input signals, and adjusted angle for welding torch acts as output, a specialized learning architecture is used so that membership function can be tuned in real time by applying the back propagation algorithm of FGNN controller. The experiment results show that the proposed controller has excellent tracing accuracy (within ±0.5mm), and can satisfy the requirement of practical welding project.
Keywords :
Gaussian processes; backpropagation; fuzzy control; mobile robots; neurocontrollers; position control; robot kinematics; robotic welding; Denavit- Hartenberg homogeneous transformation method; FGNN controller; Gaussian function; back propagation; fuzzy Gaussian neural network; robot kinematics modeling; robot lateral slider position; robot realtime seam tracking controller; welding mobile robots; welding torch; Fuzzy control; Kinematics; Mobile robots; Real time systems; Robot sensing systems; Welding; Fuzzy neural network; Kinematics model; Seam tracking; Welding mobile robot;
Conference_Titel :
Digital Manufacturing and Automation (ICDMA), 2011 Second International Conference on
Conference_Location :
Zhangjiajie, Hunan
Print_ISBN :
978-1-4577-0755-1
Electronic_ISBN :
978-0-7695-4455-7
DOI :
10.1109/ICDMA.2011.170