基于混合控制器的移动机器人跟踪

S. Dwivedi, R. Meena, R. Upadhyay, P. Padhy
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引用次数: 1

摘要

本文提出了一种由比例-积分-导数(PID)控制器和支持向量机(SVM)控制器组成的新型混合控制器,用于移动机器人的导航。在该混合技术中,移动机器人的速度和转角两个参数分别由PID控制器和支持向量机控制。采用粒子群优化技术在搜索空间内寻找PID参数的全局最优值。PSO技术有助于实现稳定的收敛特性和快速的过程调谐。所提出的混合方法使移动机器人能够准确地跟踪路径并提高计算效率。通过对圆形路径和随机路径的仿真,验证了该混合模型的鲁棒性和准确性。
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Tracking of mobile robot using hybrid controller
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.
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