{"title":"电网动力学建模中的非微观克朗还原","authors":"Laurent Pagnier, Robin Delabays, Melvyn Tyloo","doi":"arxiv-2409.09519","DOIUrl":null,"url":null,"abstract":"The Kron reduction is used in power grid modeling when the analysis can --\nsupposedly -- be restricted to a subset of nodes. Typically, when one is\ninterested in the phases' dynamics, it is common to reduce the load buses and\nfocus on the generators' behavior. The rationale behind this reduction is that\nvoltage phases at load buses adapt quickly to their neighbors' phases and, at\nthe timescale of generators, they have virtually no dynamics. We show that the\ndynamics of the Kron-reduced part of a network can have a significant impact on\nthe dynamics of the non-reduced buses. Therefore, Kron reduction should be used\nwith care and, depending on the context, reduced nodes cannot be simply\nignored. We demonstrate that the noise in the reduced part can unexpectedly\naffect the non-reduced part, even under the assumption that nodal disturbances\nare independent. Therefore, the common assumption that the noise in the\nnon-reduced part is uncorrelated may lead to inaccurate assessments of the\ngrid's behavior. To cope with such shortcomings of the Kron reduction, we show\nhow to properly incorporate the contribution of the reduced buses into the\nreduced model using the Mori-Zwanzig formalism.","PeriodicalId":501035,"journal":{"name":"arXiv - MATH - Dynamical Systems","volume":"37 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Nontrivial Kron Reduction for Power Grid Dynamics Modeling\",\"authors\":\"Laurent Pagnier, Robin Delabays, Melvyn Tyloo\",\"doi\":\"arxiv-2409.09519\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The Kron reduction is used in power grid modeling when the analysis can --\\nsupposedly -- be restricted to a subset of nodes. Typically, when one is\\ninterested in the phases' dynamics, it is common to reduce the load buses and\\nfocus on the generators' behavior. The rationale behind this reduction is that\\nvoltage phases at load buses adapt quickly to their neighbors' phases and, at\\nthe timescale of generators, they have virtually no dynamics. We show that the\\ndynamics of the Kron-reduced part of a network can have a significant impact on\\nthe dynamics of the non-reduced buses. Therefore, Kron reduction should be used\\nwith care and, depending on the context, reduced nodes cannot be simply\\nignored. We demonstrate that the noise in the reduced part can unexpectedly\\naffect the non-reduced part, even under the assumption that nodal disturbances\\nare independent. Therefore, the common assumption that the noise in the\\nnon-reduced part is uncorrelated may lead to inaccurate assessments of the\\ngrid's behavior. To cope with such shortcomings of the Kron reduction, we show\\nhow to properly incorporate the contribution of the reduced buses into the\\nreduced model using the Mori-Zwanzig formalism.\",\"PeriodicalId\":501035,\"journal\":{\"name\":\"arXiv - MATH - Dynamical Systems\",\"volume\":\"37 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - MATH - Dynamical Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.09519\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - MATH - Dynamical Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.09519","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Nontrivial Kron Reduction for Power Grid Dynamics Modeling
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.