Nontrivial Kron Reduction for Power Grid Dynamics Modeling

Laurent Pagnier, Robin Delabays, Melvyn Tyloo
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Abstract

The Kron reduction is used in power grid modeling when the analysis can -- supposedly -- be restricted to a subset of nodes. Typically, when one is interested in the phases' dynamics, it is common to reduce the load buses and focus on the generators' behavior. The rationale behind this reduction is that voltage phases at load buses adapt quickly to their neighbors' phases and, at the timescale of generators, they have virtually no dynamics. We show that the dynamics of the Kron-reduced part of a network can have a significant impact on the dynamics of the non-reduced buses. Therefore, Kron reduction should be used with care and, depending on the context, reduced nodes cannot be simply ignored. We demonstrate that the noise in the reduced part can unexpectedly affect the non-reduced part, even under the assumption that nodal disturbances are independent. Therefore, the common assumption that the noise in the non-reduced part is uncorrelated may lead to inaccurate assessments of the grid's behavior. To cope with such shortcomings of the Kron reduction, we show how to properly incorporate the contribution of the reduced buses into the reduced model using the Mori-Zwanzig formalism.
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电网动力学建模中的非微观克朗还原
在电网建模中,当分析工作理应仅限于部分节点时,就会使用 Kron 缩减法。通常情况下,当人们对相位动态感兴趣时,通常会减少负荷母线,重点关注发电机的行为。这样做的理由是,负载母线上的电压相位会迅速适应其相邻相位,而在发电机的时间尺度上,它们几乎没有动态特性。我们的研究表明,网络中经 Kron 还原的部分的动态特性会对未被还原的母线的动态特性产生重大影响。因此,应谨慎使用克朗还原法,而且根据具体情况,不能简单地忽略还原节点。我们证明,即使假设节点干扰是独立的,还原部分的噪声也会对非还原部分产生意想不到的影响。因此,认为非还原部分的噪声不相关的常见假设可能会导致对电网行为的不准确评估。为了克服克朗还原法的这些缺点,我们展示了如何利用莫里-茨万齐格形式主义将还原母线的贡献正确纳入还原模型。
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