A Low-Cost Microcontroller Implementation of Fuzzy Controller for Renewable Energy Converters

IF 1.9 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC International Transactions on Electrical Energy Systems Pub Date : 2025-02-27 DOI:10.1155/etep/9913666
Saba Javed, Kashif Ishaque, Jonathan Shek, Saqib Jamshed Rind
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Abstract

Microcontrollers (μCs) are extremely useful in renewable energy (RE) converters, where numerous onboard control actions need to be executed at low cost. This paper focusses on a cost-effective implementation of a fuzzy controller (FC) for the regulation of converters that are normally employed in RE applications such as solar, wind, and tidal. The μC realization has been achieved through simplification of a dual-input FC (DFC) into a single-input FC (SFC) using the signed distance approach, followed by the piece-wise linear (PWL) simplification of SFC named as piece-wise-linear single input FC (PWL-SFC). Despite the elimination of the fuzzification, knowledge inference, and defuzzification stages, PWL-SFC exhibits a similar control performance to that of DFC. The proposed PWL-SFC is tested through modeling and simulation using the MATLAB Simulink platform and experimentally validated through a low-cost dsPIC μC. The results reveal that the proposed PWL-SFC requires negligible tuning effort and uses three orders of magnitude less computational power compared to DFC.

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微控制器(μC)在可再生能源(RE)转换器中非常有用,因为在这种转换器中需要以较低的成本执行大量的板载控制操作。本文重点介绍一种经济高效的模糊控制器(FC),用于调节通常在太阳能、风能和潮汐能等可再生能源应用中使用的转换器。采用符号距离法将双输入 FC(DFC)简化为单输入 FC(SFC),然后对 SFC 进行片断线性(PWL)简化,命名为片断线性单输入 FC(PWL-SFC),从而实现了 μC。尽管省去了模糊化、知识推理和去模糊化阶段,PWL-SFC 仍表现出与 DFC 相似的控制性能。利用 MATLAB Simulink 平台对所提出的 PWL-SFC 进行了建模和仿真测试,并通过低成本 dsPIC μC 进行了实验验证。结果表明,与 DFC 相比,拟议的 PWL-SFC 所需的调整工作几乎可以忽略不计,所耗费的计算能力也少了三个数量级。
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来源期刊
International Transactions on Electrical Energy Systems
International Transactions on Electrical Energy Systems ENGINEERING, ELECTRICAL & ELECTRONIC-
CiteScore
6.70
自引率
8.70%
发文量
342
期刊介绍: International Transactions on Electrical Energy Systems publishes original research results on key advances in the generation, transmission, and distribution of electrical energy systems. Of particular interest are submissions concerning the modeling, analysis, optimization and control of advanced electric power systems. Manuscripts on topics of economics, finance, policies, insulation materials, low-voltage power electronics, plasmas, and magnetics will generally not be considered for review.
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