Red Deer Algorithm-Based Optimal Total Harmonic Distortion Minimization for Multilevel Inverters

T. A. Taha, Mohd Khair Hassan, N. A. Abdul Wahab, H. Zaynal
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Abstract

This study offers a new Red Deer Algorithm (RDA) optimization technique for total harmonic distortion (THD) minimization in multilevel inverters (MLIs). RDA belongs to the class of swarm-based biologically inspired optimization methods. To test the angles determined via RDA optimization, a single-phase seven-level cascade multi-level inverter with symmetrical DC sources was used in this study. The switching angles for the optimally minimized total harmonic distortion (OMTHD) were computed via RDA optimization. RDA optimization was compared to meta-heuristic algorithms like the Improved Whale Optimization Algorithm (IWOA), Whale Optimization Algorithm (WOA), Sunflower Optimizer (SFO), Particle Swarm Optimization (PSO), Krill Herd (KH), Grey Wolf Optimizer (GWO), Galactic Swarm Optimization (GSA), Genetic Algorithm (GA), Fruit Fly Optimization Algorithm (FFO) and Artificial Greyctric Field Algorithm (AEFA). The RDA optimization outperformed the ten algorithms used as benchmark frameworks in this study as it can find angles with minimum THD for the modulation index in 0–1.
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基于马鹿算法的多电平逆变器最优总谐波失真最小化
针对多电平逆变器的总谐波失真(THD)最小化问题,提出了一种新的马鹿算法(RDA)优化技术。RDA是一类基于群体的生物启发优化方法。为了测试通过RDA优化确定的角度,本研究使用了对称直流电源的单相七电平级联多电平逆变器。通过RDA优化,计算了总谐波失真(OMTHD)最优最小的开关角。将RDA优化算法与改进鲸鱼优化算法(IWOA)、鲸鱼优化算法(WOA)、向日葵优化算法(SFO)、粒子群优化算法(PSO)、磷虾群优化算法(KH)、灰狼优化算法(GWO)、银河群优化算法(GSA)、遗传算法(GA)、果蝇优化算法(FFO)和人工灰场算法(AEFA)等元启发式算法进行比较。RDA优化优于本研究中作为基准框架的10种算法,因为它可以在0-1范围内找到调制指数THD最小的角度。
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