Direct finite-element-based solver for 3D-IC thermal analysis via H-matrix representation

Ying-Chi Li, S. Tan, Tan Yu, Xin Huang, N. Wong
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引用次数: 2

Abstract

We propose, for the first time, the use of hierarchical matrix (H-matrix) in the efficient finite-element-based (FE-based) direct solver implementation for both steady and transient thermal analyses of three-dimensional integrated circuits (3D ICs). H-matrix was shown to provide a data-sparse way to approximate the matrices and their inverses with almost linear space and time complexities. We show this is also true for FE-based transient analysis of thermal parabolic partial differential equations (PDEs). Specifically, we show that the stiffness matrix from a FE-based steady and transient thermal analysis can be represented by H-matrix without any approximation, and its inverse and Cholesky factors can be evaluated by H-matrix with controlled accuracy. We then show that the memory and time complexities of the solver are bounded by O(k1 N log N) and O(k12N log2 N), respectively, for very large scale thermal systems, where k is a small quantity determined by accuracy requirements and N is the number of unknowns in the system. Numerical results validate and demonstrate the effectiveness of the proposed method in terms of predicted theoretical scalability.
通过h矩阵表示直接基于有限元的3D-IC热分析求解器
我们首次提出在高效的基于有限元(fe)的直接求解器实现中使用层次矩阵(h矩阵),用于三维集成电路(3D ic)的稳态和瞬态热分析。h矩阵提供了一种数据稀疏的方法来近似矩阵及其逆,具有几乎线性的空间和时间复杂度。我们证明这对于热抛物型偏微分方程(PDEs)的基于fe的瞬态分析也是正确的。具体来说,我们证明了基于fe的稳态和瞬态热分析的刚度矩阵可以用h矩阵表示,而不需要任何近似,其逆和Cholesky因子可以用h矩阵计算,精度可控。然后我们表明,对于非常大规模的热系统,求解器的内存和时间复杂性分别由O(k1 N log N)和O(k12N log2 N)限制,其中k是由精度要求决定的小数量,N是系统中未知的数量。数值结果验证了所提方法在预测理论可扩展性方面的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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