{"title":"Direct finite-element-based solver for 3D-IC thermal analysis via H-matrix representation","authors":"Ying-Chi Li, S. Tan, Tan Yu, Xin Huang, N. Wong","doi":"10.1109/ISQED.2014.6783351","DOIUrl":null,"url":null,"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.","PeriodicalId":305898,"journal":{"name":"Fifteenth International Symposium on Quality Electronic Design","volume":"8 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Fifteenth International Symposium on Quality Electronic Design","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISQED.2014.6783351","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.