POD based reduced basis element method for use in thermal modeling of integrated circuits

Daniel S. Meyer, B. Helenbrook, Wangkun Jia, M. Cheng
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Abstract

With the decreasing sizes of transistors and the increasing integrated circuit (IC) density, heat dissipation can be a limiting factor in developing emerging semiconductor technologies, such as silicon-on-insulator (SOI) based transistors and 3D-stacked ICs. To overcome this challenge, accurate thermal simulations are needed. The goal of this investigation is to explore the use of proper orthogonal decomposition (POD)-based reduced basis element methods (RBEM) for performing fast and accurate thermal predictions of ICs. The reduced basis element method (RBEM) is new type of reduced order modeling that takes advantage of repeated geometrical features. The RBEM uses a reduced set of basis functions to approximate the solution of a PDE on some geometrical subdomain or “block”. Once a reduced order model (ROM) has been created for a particular geometrical block it is a matter of “gluing” multiple blocks together and solving for equations governing the combined system. In this study, we examine the appropriate choice of “block” for the RBEM simulation of an IC. To determine the trade-offs between these choices, RBEM thermal simulations using single device blocks are compared to RBEMs that span multiple devices. It was found that larger blocks are more computationally efficient; however the advantage decreases if the devices within a block receive independent signals.
基于POD的简化基元法在集成电路热建模中的应用
随着晶体管尺寸的减小和集成电路(IC)密度的增加,散热可能成为发展新兴半导体技术的限制因素,例如基于绝缘体上硅(SOI)的晶体管和3d堆叠IC。为了克服这一挑战,需要精确的热模拟。本研究的目的是探索使用适当的正交分解(POD)为基础的简化基元方法(RBEM)进行快速和准确的热预测集成电路。降基元法(RBEM)是利用重复几何特征的新型降阶建模方法。RBEM使用一组简化的基函数来逼近PDE在某些几何子域或“块”上的解。一旦为特定的几何块创建了降阶模型(ROM),接下来就是将多个块“粘合”在一起并求解控制组合系统的方程。在本研究中,我们研究了IC的RBEM模拟的“块”的适当选择。为了确定这些选择之间的权衡,将使用单个器件块的RBEM热模拟与跨多个器件的RBEM进行比较。研究发现,更大的区块计算效率更高;然而,如果一个块内的设备接收独立的信号,优势就会降低。
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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