Nature optimization applied to design a type-2 fuzzy controller for an autonomous mobile robot

Leslie Astudillo, P. Melin, O. Castillo
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引用次数: 11

Abstract

In this paper, we apply an optimization method inspired on the chemical reactions to find the gain constants involved in the tracking controller for the dynamic model of an unicycle mobile robot. This tracking controller integrates a kinematic and a torque controller based on fuzzy logic theory. The search of these constants was made previously using genetic algorithms. The objective of this paper is to introduce the new optimization algorithm based on the chemical paradigm and compare it with the results obtained by previous optimization techniques.
应用自然优化方法设计自主移动机器人的二类模糊控制器
本文采用一种受化学反应启发的优化方法,对独轮车移动机器人动力学模型的跟踪控制器中涉及的增益常数进行求解。该跟踪控制器基于模糊逻辑原理,集成了运动控制器和转矩控制器。这些常数的搜索以前是用遗传算法进行的。本文的目的是介绍一种新的基于化学范式的优化算法,并将其与以前的优化技术得到的结果进行比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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