Methodology to Compare Meta-heuristic Algorithms to Solve Selective Harmonic Elimination-PWM and Optimal Pulse Pattern Formulations

被引:0
|
作者
Ibanez-Hidalgo, Irati [1 ]
Oregi, Izaskun [1 ]
Gil-Lopez, Sergio [1 ]
Perez-Basante, Angel [1 ]
Sanchez-Ruiz, Alain [2 ]
Pujana, Ainhoa [1 ]
Zubizarreta, Asier [3 ]
Ceballos, Salvador [1 ]
机构
[1] Tecnalia, Basque Res & Technol Alliance BRTA, Derio, Spain
[2] Ingeteam R&D Europe, Zamudio, Spain
[3] Univ Basque Country UPV EHU, Bilbao, Spain
关键词
cost function; hyperparameter; meta-heurisitc algorithm; OPP optimization; SHE-PWM;
D O I
10.1109/IECON48115.2021.9589242
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Low switching frequency modulation techniques such as Selective Harmonic Elimination - Pulse Width Modulation (SHE-PWM) or Optimal Pulse Pattern (OPP) are commonly used in medium voltage - high power multilevel converters to improve their efficiency. These techniques require solving non-linear equations in order to calculate the firing angles. These equations can be solved by meta-heuristic optimization algorithms, which depend on a set of hyperparameters that must be properly adjusted to ensure their effectiveness. This paper presents a methodology to tune different meta-heuristic algorithms to fairly compare them and select the best algorithm to solve SHE-PWM/OPP formulation. The methodology is applied considering different meta-heuristic algorithms such as genetic algorithm, differential evolution, harmony search and simulated annealing. It has been validated in SHE-PWM and OPP techniques with different number of firing angles.
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页数:6
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