利用局部性对无矢量电网验证进行选择反演

Jianlei Yang, Yici Cai, Qiang Zhou, Wei Zhao
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引用次数: 2

摘要

无矢量电网验证是一种实用的无输入电流模式的早期安全检测方法。电网通常被表述为一个线性系统,需要大量的矩阵反演和大量的线性规划,这对于大规模的电网验证是非常耗时的。本文采用域分解方法对电网进行表示,并提出了一种选择性反演技术,以减少矩阵反演对无矢量验证的计算量。利用电网间的局部性存在性来决定哪些块需要计算矩阵反演,而哪些块不需要计算。这种选择性反演的方式可以有目的地进行无向量验证,而以前的直接方法需要进行全矩阵反演,然后丢弃小条目,以降低线性规划的复杂性。同时,提出约束局部性,提高验证精度。实验结果表明,该方法在保证求解精度的前提下,可以获得较大幅度的提速。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Selected inversion for vectorless power grid verification by exploiting locality
Vectorless power grid verification is a practical approach for early stage safety check without input current patterns. The power grid is usually formulated as a linear system and requires intensive matrix inversion and numerous linear programming, which is extremely time-consuming for large scale power grid verification. In this paper, the power grid is represented in the manner of domain-decomposition approach, and we propose a selected inversion technique to reduce the computation cost of matrix inversion for vectorless verification. The locality existence among power grids is exploited to decide which blocks of matrix inversion should be computed while remaining blocks are not necessary. The vectorless verification could be purposefully performed by this manner of selected inversion while previous direct approaches are required to perform full matrix inversion and then discard small entries to reduce the complexity of linear programming. Meanwhile, constraint locality is proposed to improve the verification accuracy. Experimental results show that the proposed approach could achieve significant speedups compared to previous approaches while still guaranteeing the quality of solution accuracy.
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