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A linear-time eigenvalue solver for finite-element-based analysis of large-scale wave propagation problems in on-chip interconnect structures

机译:用于有限元分析的大型波的线性时间特征值求解器 片上互连结构中的传播问题

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摘要

In this paper the analysis and design of next-generation VLSI circuits using accurate electromagnetics-based models result in numerical problems of very large scale is presented. Typically, the solution of a problem with N parameters requires at least O(N) computation. With next generation VLSI circuits, however, even O(N) is prohibitively high since N is very large. The method that partially addresses this issue was developed for full-wave modeling of large-scale interconnect structures. In this method, a number of seeds (a seed has a unique cross section) are first recognized from an interconnect structure. In each seed, the original wave propagation problem is represented as a generalized eigenvalue problem. The complexity of solving 3D interconnects of O(N) is then overcome by seeking the solution of a few 2D seeds, which is then post-processed to obtain the solution of the original 3D problem through the development of an on-chip mode-matching technique. The computational bottleneck is the solution of a generalized eigenvalue problem. Efficient algorithms such as ARPACK [2] still require O(M2) storage and operations due to a dense matrix-vector multiplication. We present an algorithm that provides a solution to the generalized eigenvalue problem with O(M) complexity, thus paving the way for the full-wave simulation of next generation VLSI circuits.
机译:本文提出了使用基于电磁学的精确模型对下一代VLSI电路进行分析和设计的结果,该模型会导致非常大规模的数值问题。通常,使用N个参数解决问题至少需要O(N)个计算。然而,在下一代VLSI电路中,由于N非常大,因此即使O(N)也过高。为大规模互连结构的全波建模开发了部分解决此问题的方法。在这种方法中,首先从互连结构中识别出多个种子(一个种子具有唯一的横截面)。在每个种子中,原始波传播问题表示为广义特征值问题。然后,通过寻求一些2D种子的解决方案来克服解决O(N)3D互连的复杂性,然后通过片上模式匹配的开发对其进行后处理以获得原始3D问题的解决方案技术。计算瓶颈是广义特征值问题的解决方案。由于密集的矩阵矢量乘法,诸如ARPACK [2]之类的高效算法仍需要O(M2)存储和运算。我们提出了一种算法,该算法为O(M)复杂度的广义特征值问题提供了解决方案,从而为下一代VLSI电路的全波仿真铺平了道路。

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