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Selected inversion for vectorless power grid verification by exploiting locality

机译:利用局部性进行无矢量电网验证的选定反演

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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.
机译:无矢量电网验证是一种无需输入电流模式即可进行早期安全检查的实用方法。电网通常被公式化为线性系统,并且需要密集的矩阵求逆和大量的线性编程,这对于大规模电网验证非常耗时。本文以域分解的方式表示电网,并提出了一种选择的反演技术,以减少无矢量验证矩阵反演的计算成本。利用电网之间的局部性来确定应该计算矩阵求逆的哪些块,而无需其余块。无向量验证可以通过这种选择的反演方式有目的地执行,而以前的直接方法则需要执行完整的矩阵反演,然后丢弃小条目以降低线性编程的复杂性。同时,提出了约束局部性以提高验证的准确性。实验结果表明,与以前的方法相比,该方法可以显着提高速度,同时仍能保证解决方案精度的质量。

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