Optimized phase disposition sinusoidal pulse width modulation classical multi-level inverters using curve fitting techniques and genetic algorithm

IF 4 3区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Salahaldeen AlZoubi, Majd Ghazi Batarseh
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引用次数: 0

Abstract

This paper presents an open-loop optimization methodology for three classical multi-level inverter types: cascaded H-bridge, neutral point clamped, and flying capacitors inverters controlled by Phase Disposition Sinusoidal Pulse Width Modulation (PD-SPWM) to minimize Total Harmonic Distortion (THD) in a single-phase output voltage while maximizing efficiency. The optimization process encompasses data collection through simulating the three inverter types from three to seventeen levels in MATLAB/Simulink, optimizing the sinusoidal reference waveform amplitude and carrier waveform frequency for each level of the three multi-level inverter types corresponding to the lowest THD and within a predefined desired output voltage range. Curve-fitting techniques are then employed to predict the optimal operating points for levels beyond seventeen by analyzing the data collected from the simulations of the three multi-level inverters for levels below seventeen, identifying underlying patterns and relations, and then forecasting the futuristic data. A genetic algorithm is subsequently used to select an appropriate filter, ensuring that the THD remains below 5 %, in compliance with IEEE Standard 519. The optimal points obtained in this study are compared with existing works, demonstrating consistently lower THD across all configurations.
利用曲线拟合技术和遗传算法对经典多级逆变器的相位配置正弦脉宽调制进行优化
本文提出了一种开环优化方法,用于三种经典的多级逆变器类型:级联h桥,中点箝位和飞电容逆变器,由相位配置正弦脉宽调制(PD-SPWM)控制,以最小化单相输出电压中的总谐波失真(THD),同时最大化效率。优化过程包括通过在MATLAB/Simulink中模拟三种逆变器类型从3级到17级的数据收集,在预定义的期望输出电压范围内,优化三种多级逆变器类型对应的最低THD的每级正弦参考波形幅度和载波波形频率。然后采用曲线拟合技术,通过分析从三个多级逆变器对17层以下的模拟中收集的数据,识别潜在的模式和关系,然后预测未来的数据,来预测17层以上的最佳工作点。随后使用遗传算法选择合适的滤波器,确保THD保持在5%以下,符合IEEE标准519。本研究获得的最优点与现有工作进行了比较,结果表明,在所有配置中,THD始终较低。
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来源期刊
Computers & Electrical Engineering
Computers & Electrical Engineering 工程技术-工程:电子与电气
CiteScore
9.20
自引率
7.00%
发文量
661
审稿时长
47 days
期刊介绍: The impact of computers has nowhere been more revolutionary than in electrical engineering. The design, analysis, and operation of electrical and electronic systems are now dominated by computers, a transformation that has been motivated by the natural ease of interface between computers and electrical systems, and the promise of spectacular improvements in speed and efficiency. Published since 1973, Computers & Electrical Engineering provides rapid publication of topical research into the integration of computer technology and computational techniques with electrical and electronic systems. The journal publishes papers featuring novel implementations of computers and computational techniques in areas like signal and image processing, high-performance computing, parallel processing, and communications. Special attention will be paid to papers describing innovative architectures, algorithms, and software tools.
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