Real-time Implementation of a Takagi-Sugeno Fuzzy Controller for a DC-DC Boost Converter

Rabah Daouadi, Djamel Ounass, Y. Soufi, A. Metatla, Dhaouadi Guiza
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引用次数: 3

Abstract

This paper deals with the design, simulation, and real - time implementation of a new Takagi - Sugeno (T - S) fuzzy tra cking control for a DC - DC boost converter using Arduino mega and MATLAB/Simulink environment. The developed controller can drive the output voltage of the boost converter to perfectly track a reference voltage, taking into account variations in load or input voltage. Firstly, a T - S model with four fuzzy rules is developed to represent exactly the dynamic behavio u r of the nonlinear boost converter, which is investigated to develop a new control scheme based on a combined methodology of fuzzy control and particle swarm optimization (PSO) technique. In this context, a two - stage design procedure is developed to determine the fuzzy stabilizing control gains by solving a set of linear matrix inequalities (LMIs) and to determine an integral control gain and a reference scaling factor using PSO algorithm. A real - time implementation of the proposed controller is carried out using an Arduino Mega and spatial Simulink package known as “Simulink support package for Arduino hardware”. Simulation and experimental results show that the proposed controller offers a fast dynamic response and better performance in terms of accuracy and limitation of overshoot compared to the baseline Proportional - Integral (PI) controller.
DC-DC升压变换器中Takagi-Sugeno模糊控制器的实时实现
本文在Arduino mega和MATLAB/Simulink环境下,对DC - DC升压变换器的新型Takagi - Sugeno (T - S)模糊跟踪控制进行了设计、仿真和实时实现。开发的控制器可以驱动升压转换器的输出电压完美地跟踪参考电压,考虑到负载或输入电压的变化。首先,建立了一个包含4条模糊规则的T - S模型来准确描述非线性升压变换器的动态行为,并对其进行了研究,提出了一种基于模糊控制和粒子群优化(PSO)技术相结合的新型控制方案。在此背景下,通过求解一组线性矩阵不等式(lmi)来确定模糊稳定控制增益,并利用粒子群算法确定积分控制增益和参考标度因子,提出了一种两阶段设计程序。所提出的控制器的实时实现是使用Arduino Mega和空间Simulink包(称为“Arduino硬件的Simulink支持包”)进行的。仿真和实验结果表明,与基准比例积分(PI)控制器相比,该控制器具有快速的动态响应,在精度和超调限制方面具有更好的性能。
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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来源期刊
EEA - Electrotehnica, Electronica, Automatica
EEA - Electrotehnica, Electronica, Automatica Engineering-Electrical and Electronic Engineering
CiteScore
0.90
自引率
0.00%
发文量
26
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