Global Maximum Power Point Tracking Using Genetic Algorithm Combined with PSO Tuned PID Controller

被引：0

作者：

Bouakkaz, Mohammed Salah ^{[1
]}

Boukadoum, Ahmed Hcene ^{[1
]}

Boudebbouz, Omar ^{[1
]}

Bouchaala, Abdel Djabar ^{[1
]}

Boutasseta, Nadir ^{[2
]}

Attoui, Issam ^{[2
]}

Bouraiou, Ahmed ^{[3
]}

Motahhir, Saad ^{[4
]}

机构：

[1] Univ 20 Aout 1955, Dept Elect Engn, Lab Electrotech Skikda LES, Skikda 21000, Algeria

[2] Res Ctr Ind Technol CRTI, POB 64, Algiers, Algeria

[3] Ctr Dev Energies Renouvelables CDER, Unite Rech Energies Renouvelables Milieu Saharien, Adrar 01000, Algeria

[4] SMBA Univ, ENSA, Fes, Morocco

来源：

DIGITAL TECHNOLOGIES AND APPLICATIONS, ICDTA 21 | 2021年 / 211卷

关键词：

Maximum power point tracking (MPPT); Genetic algorithm (GA); PID controller; Particle Swarm Optimization (PSO); FAULT-DIAGNOSIS; INDUCTION GENERATOR; SYSTEM; ENERGY; PERFORMANCE; MPPT; INC;

D O I：

10.1007/978-3-030-73882-2_107

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Several techniques have been proposed to track the global maximum power point (GMPP) in the presence of multiple local peaks introduced when the PV generator is affected by partial shading. Such methods include scanning methods and advanced optimization-based strategies. In this paper, a Genetic Algorithm based MPPT, combined with PID controller tuned using PSO, is proposed to track the MPP. The GA algorithm is applied to give the reference voltage and measured PV voltage to the PID controller that its parameters were tuned using PSO. The obtained results give a good tracking performance of the GMPP under STC conditions and partial shading scenarios.

引用

页码：1171 / 1180

页数：10

共 25 条

[1] Optimal parameter design of fractional order control based INC-MPPT for PV system [J].

Al-Dhaifallah, Mujahed ;

Nassef, Ahmed M. ;

Rezk, Hegazy ;

Nisar, Kottakkaran Sooppy .

SOLAR ENERGY, 2018, 159 :650-664

[2]

Attoui I, 2015, 3RD INTERNATIONAL CONFERENCE ON CONTROL, ENGINEERING & INFORMATION TECHNOLOGY (CEIT 2015)

[3] Novel predictive features using a wrapper model for rolling bearing fault diagnosis based on vibration signal analysis [J].

Attoui, Issam ;

Oudjani, Brahim ;

Boutasseta, Nadir ;

Fergani, Nadir ;

Bouakkaz, Mohammed-Salah ;

Bouraiou, Ahmed .

INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2020, 106 (7-8) :3409-3435

[4]

Attoui I, 2015, I C SCI TECH AUTO CO, P233

[5] Fault Diagnosis of an Induction Generator in a Wind Energy Conversion System Using Signal Processing Techniques [J].

Attoui, Issam ;

Omeiri, Amar .

ELECTRIC POWER COMPONENTS AND SYSTEMS, 2015, 43 (20) :2262-2275

[6] Contribution to the Fault Diagnosis of a Doubly Fed Induction Generator for a Closed-loop Controlled Wind Turbine System Associated with a Two-level Energy Storage System [J].

Attoui, Issam ;

Omeiri, Amar .

ELECTRIC POWER COMPONENTS AND SYSTEMS, 2014, 42 (15) :1727-1742

[7] A prediction models for estimating global solar radiation and evaluation meteorological effect on solar radiation potential under several weather conditions at the surface of Adrar environment [J].

Blal, Mohamed ;

Khelifi, Seyfallah ;

Dabou, Rachid ;

Sahouane, Nordine ;

Slimani, Abdeldjalil ;

Rouabhia, Abdelkrim ;

Ziane, Abderrezzaq ;

Necaibia, Ammar ;

Bouraiou, Ahmed ;

Tidjar, Boudjemaa .

MEASUREMENT, 2020, 152

[8]

Bouakkaz Mohammed Salah, 2020, 2020 2nd International Conference on Mathematics and Information Technology (ICMIT), P159, DOI 10.1109/ICMIT47780.2020.9046972

[9] Dynamic performance evaluation and improvement of PV energy generation systems using Moth Flame Optimization with combined fractional order PID and sliding mode controller [J].

Bouakkaz, Mohammed Salah ;

Boukadoum, Ahcene ;

Boudebbouz, Omar ;

Fergani, Nadir ;

Boutasseta, Nadir ;

Attoui, Issam ;

Bouraiou, Ahmed ;

Necaibia, Ammar .

SOLAR ENERGY, 2020, 199 :411-424

[10]

Bouakkaz MS, 2020, 2020 INT C COMP INF, P1, DOI [10.1109/ICCIT-144147971.2020.9213737, DOI 10.1109/ICCIT-144147971.2020.9213737]

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