Sensitivity Analysis and Parametric Uncertainty Quantification of a Modular Multilevel Converter

IF 0.5 Q4 ENGINEERING, MECHANICAL Journal of Verification, Validation and Uncertainty Quantification Pub Date : 2022-08-03 DOI:10.1115/1.4055139
Niloofar Rashidi, R. Burgos, C. Roy, D. Boroyevich
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Abstract

This paper presents the numerical approaches for sensitivity analysis and its application in the modeling effort of a modular multilevel converter (MMC). A review of the state-of-the-art techniques in the sensitivity analysis is provided, with a special focus on the numerical approaches, followed by the sensitivity analysis of an MMC. To further reduce the computational cost per model evaluation in parametric uncertainty quantification (P-UQ) of the MMC, this paper also proposes a simplified model with a minimum number of power modules for P-UQ analysis without introducing any further uncertainties in the modeling and simulation.
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模块化多电平变换器的灵敏度分析及参数不确定度量化
本文介绍了灵敏度分析的数值方法及其在模块化多电平变换器(MMC)建模中的应用。对灵敏度分析的最新技术进行了回顾,特别侧重于数值方法,然后是MMC的灵敏度分析。为了进一步降低MMC参数不确定性量化(P-UQ)中每个模型评估的计算成本,本文还提出了一种简化模型,在建模和仿真中不引入任何进一步的不确定性的情况下,采用最小功率模块数进行P-UQ分析。
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CiteScore
1.60
自引率
16.70%
发文量
12
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