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Efficient incremental analysis of on-chip power grid via sparse approximation

机译:通过稀疏近似对片上电网进行有效的增量分析

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In this paper, a new sparse approximation technique is proposed for incremental power grid analysis. Our proposed method is motivated by the observation that when a power grid network is locally updated during circuit design, its response changes locally and, hence, the incremental “change” of the power grid voltage is almost zero at many internal nodes, resulting in a unique sparse pattern. An efficient Orthogonal Matching Pursuit (OMP) algorithm is adopted to solve the proposed sparse approximation problem. In addition, several numerical techniques are proposed to improve the numerical stability of the proposed solver, while simultaneously maintaining its high efficiency. Several industrial circuit examples demonstrate that when applied to incremental power grid analysis, our proposed approach achieves up to 130× runtime speed-up over the traditional Algebraic Multi-Grid (AMG) method, without surrendering any accuracy.
机译:本文提出了一种新的稀疏近似技术,用于增量式电网分析。我们提出的方法是基于以下观察:在电路设计期间对电网网络进行局部更新时,其响应会局部变化,因此,在许多内部节点处,电网电压的增量“变化”几乎为零,从而导致独特的稀疏模式。为了解决所提出的稀疏近似问题,采用了一种有效的正交匹配追踪(OMP)算法。另外,提出了几种数值技术来改善所提出的求解器的数值稳定性,同时保持其高效率。几个工业电路示例表明,将其应用于增量电网分析时,与传统的代数多网格(AMG)方法相比,我们提出的方法可实现高达130倍的运行时加速,而不会降低任何精度。

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