Title :
Tracking of mobile robot using hybrid controller
Author :
Dwivedi, Sanjay K. ; Meena, R.K. ; Upadhyay, R. ; Padhy, P.K.
Author_Institution :
PDPM Indian Inst. of Inf. Technol., Electron. & Commun. Eng., Jabalpur, India
Abstract :
In this paper, a novel approach of hybrid controller made up of Proportional-Integral-Derivative (PID) controller and Support Vector Machine (SVM) is proposed, for the navigation of mobile robot. In proposed hybrid technique, the two parameters of mobile robot i.e. velocity and turning angles are controlled by PID controller and support vector machine respectively. Particle Swarm Optimization (PSO) technique is used to find the global optimum values of PID parameters within the search space. PSO technique helps to achieve, stable convergence characteristics and fast tuning of the process. The proposed hybrid approach enables mobile robot to track path accurately with computational efficiency. Robustness and accuracy of the proposed hybrid model is illustrated through simulation results for circular and random path.
Keywords :
control engineering computing; mobile robots; particle swarm optimisation; path planning; robust control; search problems; support vector machines; three-term control; velocity control; PID controller; PID parameters; PSO technique; SVM; circular path; computational efficiency; global optimum values; hybrid controller; mobile robot navigation; mobile robot parameters; mobile robot tracking; particle swarm optimization; path tracking; proportional-integral-derivative controller; random path; robustness; search space; stable convergence characteristics; support vector machine; turning angles; velocity control; Mobile robots; Navigation; Optimization; Particle swarm optimization; Path planning; Support vector machines; Mobile robot; Particle Swarm Optimization (PSO); Proportional-Integral-Derivative (PID) Controller; Support Vector Machine (SVM);
Conference_Titel :
Advances in Engineering and Technology Research (ICAETR), 2014 International Conference on
Conference_Location :
Unnao
DOI :
10.1109/ICAETR.2014.7012830