dSPACE based adaptive neuro-fuzzy controller of grid interactive inverter

被引:87
作者
Altin, Necmi [1 ]
Sefa, Ibrahim [2 ]
机构
[1] Gazi Univ, Fac Tech Educ, Dept Elect, TR-06500 Ankara, Turkey
[2] Gazi Univ, Fac Technol, Dept Elect & Elect Engn, TR-06500 Ankara, Turkey
关键词
Grid interactive inverter; Current control; Neuro-fuzzy controller; CONNECTED INVERTERS; CONTROL STRATEGY; SPEED CONTROL; MOTOR; GENERATION; NETWORK; FILTERS; SYSTEM;
D O I
10.1016/j.enconman.2011.11.017
中图分类号
O414.1 [热力学];
学科分类号
摘要
In this study, design, simulation and implementation of a dSPACE based grid interactive voltage source inverter are proposed. This inverter has adaptive neuro-fuzzy controller and capable of importing electrical energy, generated from renewable energy sources such as the wind, the solar and the fuel cells to the grid. A line frequency transformer and a LCL filter are used at the output of the grid interactive inverter which is designed as current controlled to decrease the susceptibility to phase errors. Membership functions and rule base of the fuzzy logic controller, which control the inverter output current, are determined by using artificial neural networks. Both simulation and experimental results show that, the grid interactive inverter operates synchronously with the grid. The inverter output current which is imported to the grid is in sinusoidal waveform and the harmonic level of it meets the international standards (4.3 < 5.0%). In addition, simulation and experimental results of the neuro-fuzzy and the PI controlled inverter are given together and compared in detail. Simulation and experimental results show that the proposed inverter has faster response to the reference variations and lower steady state error than PI controller. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:130 / 139
页数:10
相关论文
共 34 条
[1]   Developing a multipurpose sun tracking system using fuzzy control [J].
Alata, M ;
Al-Nimr, MA ;
Qaroush, Y .
ENERGY CONVERSION AND MANAGEMENT, 2005, 46 (7-8) :1229-1245
[2]   Grid-connected renewable energy source systems: Challenges and proposed management schemes [J].
Alsayegh, O. ;
Alhajraf, S. ;
Albusairi, H. .
ENERGY CONVERSION AND MANAGEMENT, 2010, 51 (08) :1690-1693
[3]  
Altin N, 2009, THESIS GAZI U
[4]   Fuzzy logic based DSP controlled servo position control for ultrasonic motor [J].
Bal, G ;
Bekiroglu, E ;
Demirbas, S ;
Çolak, I .
ENERGY CONVERSION AND MANAGEMENT, 2004, 45 (20) :3139-3153
[5]   Control strategy for grid-connected DC-AC converters with load power factor correction [J].
Barbosa, PG ;
Rolim, LGB ;
Watanabe, EH ;
Hanitsch, R .
IEE PROCEEDINGS-GENERATION TRANSMISSION AND DISTRIBUTION, 1998, 145 (05) :487-491
[6]   A comprehensive solar electric system for remote areas [J].
Beck, Moussa Kazem .
DESALINATION, 2007, 209 (1-3) :312-318
[7]   Optimum distributed generation placement with voltage sag effect minimization [J].
Biswas, Soma ;
Goswami, Swapan Kumar ;
Chatterjee, Amitava .
ENERGY CONVERSION AND MANAGEMENT, 2012, 53 (01) :163-174
[8]   A cascaded inverter for transformerless single-phase grid-connected photovoltaic systems [J].
Calais, M ;
Agelidis, VG ;
Dymond, MS .
RENEWABLE ENERGY, 2001, 22 (1-3) :255-262
[9]   Phase-locked loop for grid-connected three-phase power conversion systems [J].
Chung, SK .
IEE PROCEEDINGS-ELECTRIC POWER APPLICATIONS, 2000, 147 (03) :213-219
[10]  
Dash PK, 1997, INT C POWER ELECT DR, P810, DOI 10.1109/PEDS.1997.627490