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
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;
Journal_Title :
Power Electronics, IET
DOI :
10.1049/iet-pel.2014.0209