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Modeling and Design of the Modular Multilevel Converter with Parametric and Model-Form Uncertainty Quantification

机译:具有参数和模型形式不确定性量化的模块化多电平转换器的建模和设计

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This paper presents a design methodology withuncertainty quantification to estimate the required margin fortwo main design variables in a modular multilevel converter(MMC). In this methodology, the minimum required designmargins are calculated by quantifying all sources of uncertaintyin the modeling and simulation of MMCs. To this end, anenhanced modeling framework is presented to take into accountthe parametric uncertainty (PU) that results from manufacturingvariability, and model-form uncertainty (MFU) that results frominherent inaccuracies of the models used in the design process.In this paper, sensitivity analysis (SA) is used to guidethe modeling effort and minimize the number of uncertainparameters required for inclusion in uncertainty quantification.Besides, a simplified testbed for model validation of the MMCis developed. This testbed is used for conducting low-powervalidation experiments and Monte-Carlo simulations to estimatePU and MFU, respectively.
机译:本文提出了一种设计方法 不确定性量化以估计所需的余量 模块化多电平转换器中的两个主要设计变量 (MMC)。在这种方法论中,最低要求的设计 通过量化所有不确定性来源来计算保证金 在MMC的建模和仿真中。为此, 提出了增强的建模框架以将其考虑在内 制造导致的参数不确定性(PU) 的可变性和模型形式的不确定性(MFU) 设计过程中使用的模型固有的不准确性。 在本文中,敏感性分析(SA)用于指导 建模工作并最大程度地减少不确定性 不确定度量化中所需的参数。 此外,用于MMC模型验证的简化测试平台 被开发。该测试台用于传导低功率 验证实验和蒙特卡洛模拟以进行估计 PU和MFU分别。

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