DocumentCode
741163
Title
Application of memetic algorithm for selective harmonic elimination in multi-level inverters
Author
Niknam Kumle, Alireza ; Fathi, Seyed Hamid ; Jabbarvaziri, Faramarz ; Jamshidi, Mehdi ; Heidari Yazdi, Seyed Saeed
Author_Institution
Dept. of Electr. Eng., Amirkabir Univ. of Technol., Tehran, Iran
Volume
8
Issue
9
fYear
2015
Firstpage
1733
Lastpage
1739
Abstract
Multi-level inverter (MLI) is a promising technology, able to generate high-quality power with lower switching frequency. Therefore it leads to high conversion efficiency and low switching losses. Selective harmonic elimination is a fundamental frequency switching strategy that theoretically provides desirable output waveform for MLIs by elimination of low order harmonics. Unfortunately, complexity, non-linearity and solvability features attached to this method have limited its industrial application. In this study, a particle swarm optimisation (PSO)-based memetic algorithm (MA) guided by mesh adaptive direct search is introduced as a suitable choice for the harmonic optimisation problem. This algorithm is precise and applicable to any MLI. The results show that MA converges to the exact solution for feasible modulation index. When the problem has no exact solution, the algorithm finds a relatively proper solution to regulate the fundamental component of the voltage. Furthermore, the comparison between MA and other methods shows that the probability of convergence of MA is higher than others. For 48% of the analysed data MA reaches to a fitness value lower than 10-30 whereas this probability is 5% for PSO and almost zero for genetic algorithm and bee algorithm. The proposed method has been implemented on a cascade seven-level inverter.
Keywords
genetic algorithms; harmonics suppression; invertors; particle swarm optimisation; search problems; MLI; PSO-based MA; bee algorithm; cascade seven-level inverter; convergence probability; evolutionary algorithms; fundamental frequency switching strategy; genetic algorithm; harmonic optimisation problem; high conversion efficiency; high-quality output power; low order harmonics minimisation; low switching losses; memetic algorithm; mesh adaptive direct search; modulation index; multilevel inverters; particle swarm optimisation; selective harmonic elimination;
fLanguage
English
Journal_Title
Power Electronics, IET
Publisher
iet
ISSN
1755-4535
Type
jour
DOI
10.1049/iet-pel.2014.0209
Filename
7229564
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