Genetic algorithms optimized fuzzy logic control for the maximum power point tracking in photovoltaic system

被引：209

作者：

Larbes, C. ^{[1
]}

Cheikh, S. M. Ait ^{[1
]}

Obeidi, T. ^{[1
]}

Zerguerras, A. ^{[1
]}

机构：

[1] Ecole Natl Polytech, Lab Dispositifs Commun & Convers Photovolta, Dept Elect, El Harrach 16200, Alger, Algeria

来源：

RENEWABLE ENERGY | 2009年 / 34卷 / 10期

关键词：

Photovoltaic system; MPPT; Fuzzy logic; Genetic algorithm; DC-DC converter; DESIGN;

D O I：

10.1016/j.renene.2009.01.006

中图分类号：

X [环境科学、安全科学];

学科分类号：

08 ; 0830 ;

摘要：

This paper presents an intelligent control method for the maximum power point tracking (MPPT) of a photovoltaic system under variable temperature and irradiance conditions. First, for the purpose of comparison and because of its proven and good performances, the perturbation and observation (P&O) technique is briefly introduced. A fuzzy logic controller based MPPT (FLC) is then proposed which has shown better performances compared to the P&O MPPT based approach. The proposed FLC has been also improved using genetic algorithms (GA) for optimisation. Different development stages are presented and the optimized fuzzy logic MPPT controller (OFLC) is then simulated and evaluated, which has shown better performances. (C) 2009 Elsevier Ltd. All rights reserved.

引用

页码：2093 / 2100

页数：8

共 17 条

[1] Genetic algorithm for the design of a class of fuzzy controllers: An alternative approach [J].

Belarbi, K ;

Titel, F .

IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2000, 8 (04) :398-405

[2] SELF-ADAPTING DC CONVERTER FOR SOLAR SPACECRAFT POWER SUPPLY [J].

BOEHRINGER, AF .

IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1968, AES4 (01) :102-+

[3] Self-generating rule-mapping fuzzy controller design using a genetic algorithm [J].

Chen, CC ;

Wong, CC .

IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 2002, 149 (02) :143-148

[4] Comparison of photovoltaic array maximum power point tracking techniques [J].

Esram, Trishan ;

Chapman, Patrick L. .

IEEE TRANSACTIONS ON ENERGY CONVERSION, 2007, 22 (02) :439-449

[5]

Gottschalg R., 1997, 14 EUR PHOT SCI ENG

[6]

HASSAINE L, 2003, ALGERIA MEMOIRE MAGI

[7]

LEE MA, 1993, SECOND IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1 AND 2, P612, DOI 10.1109/FUZZY.1993.327418

[8] An improved perturbation and observation maximum power point tracking algorithm for PV arrays [J].

Liu, XJ ;

Lopes, LAC .

PESC 04: 2004 IEEE 35TH ANNUAL POWER ELECTRONICS SPECIALISTS CONFERENCE, VOLS 1-6, CONFERENCE PROCEEDINGS, 2004, :2005-2010

[9] DYNAMIC MODELING OF BATTERY ENERGY-STORAGE SYSTEM AND APPLICATION TO POWER-SYSTEM STABILITY [J].

LU, CF ;

LIU, CC ;

WU, CJ .

IEE PROCEEDINGS-GENERATION TRANSMISSION AND DISTRIBUTION, 1995, 142 (04) :429-435

[10]

Moller H.J., 1993, Semiconductors for Solar Cells

← 1 2 →