微通道液冷集成电路优化设计的半解析方法

A. Sridhar, M. Sabry, David Atienza Alonso
{"title":"微通道液冷集成电路优化设计的半解析方法","authors":"A. Sridhar, M. Sabry, David Atienza Alonso","doi":"10.1109/ITHERM.2014.6892296","DOIUrl":null,"url":null,"abstract":"The development of embedded and interlayer liquid cooling in integrated circuits (ICs) using silicon microchannels has gained interest in the recent years owing to the rise of on-chip heat uses that aggravate thermal reliability issues of the emerging 3D stacked ICs. Further development of such devices and their translation to commercial applications depend largely on the availability of tools and methodologies that can enable the “temperature-aware” design of liquid-cooled microprocessors and 2D/3D multiprocessor systems-on-chip (MPSoCs). Recently, two optimal design methods have been proposed for liquid-cooled microchannel ICs: one to minimize on-chip temperature gradients and the other, called GreenCool, to maximize energy efficiency in the coolant pumping effort. Both these methods rely upon the concept of channel width modulation to modify the thermal behaviour of a microchannel liquid-cooled heat sink. At the heart of both these methods is a new semi-analytical mathematical model for heat transfer in liquid-cooled ICs. Such a mathematical model enables the application of gradient descent approaches, such as non-linear programming, in the search for the most optimally performing channel design in a huge multi-dimensional design space. In this paper, we thoroughly quantify the impact and efficiency of the semi-analytical model, combined with non-linear programming, when compared against several numerical optimization mechanisms. Our experimental evaluation shows that nonlinear programming, alongside the semi-analytical model, is up to 23× faster than conventional randomized/heuristic design approaches such as genetic algorithms and simulated annealing using fully-numerical thermal models.","PeriodicalId":12453,"journal":{"name":"Fourteenth Intersociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm)","volume":"116 1","pages":"296-305"},"PeriodicalIF":0.0000,"publicationDate":"2014-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A semi-analytical approach for optimized design of microchannel liquid-cooled ICs\",\"authors\":\"A. Sridhar, M. Sabry, David Atienza Alonso\",\"doi\":\"10.1109/ITHERM.2014.6892296\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The development of embedded and interlayer liquid cooling in integrated circuits (ICs) using silicon microchannels has gained interest in the recent years owing to the rise of on-chip heat uses that aggravate thermal reliability issues of the emerging 3D stacked ICs. Further development of such devices and their translation to commercial applications depend largely on the availability of tools and methodologies that can enable the “temperature-aware” design of liquid-cooled microprocessors and 2D/3D multiprocessor systems-on-chip (MPSoCs). Recently, two optimal design methods have been proposed for liquid-cooled microchannel ICs: one to minimize on-chip temperature gradients and the other, called GreenCool, to maximize energy efficiency in the coolant pumping effort. Both these methods rely upon the concept of channel width modulation to modify the thermal behaviour of a microchannel liquid-cooled heat sink. At the heart of both these methods is a new semi-analytical mathematical model for heat transfer in liquid-cooled ICs. Such a mathematical model enables the application of gradient descent approaches, such as non-linear programming, in the search for the most optimally performing channel design in a huge multi-dimensional design space. In this paper, we thoroughly quantify the impact and efficiency of the semi-analytical model, combined with non-linear programming, when compared against several numerical optimization mechanisms. Our experimental evaluation shows that nonlinear programming, alongside the semi-analytical model, is up to 23× faster than conventional randomized/heuristic design approaches such as genetic algorithms and simulated annealing using fully-numerical thermal models.\",\"PeriodicalId\":12453,\"journal\":{\"name\":\"Fourteenth Intersociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm)\",\"volume\":\"116 1\",\"pages\":\"296-305\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-05-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Fourteenth Intersociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ITHERM.2014.6892296\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Fourteenth Intersociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ITHERM.2014.6892296","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

近年来,由于片上热应用的增加,加剧了新兴3D堆叠集成电路的热可靠性问题,使用硅微通道的集成电路(ic)中的嵌入式和层间液冷的发展引起了人们的兴趣。此类设备的进一步发展及其向商业应用的转化在很大程度上取决于工具和方法的可用性,这些工具和方法可以实现液冷微处理器和2D/3D多处理器片上系统(mpsoc)的“温度感知”设计。最近,针对液冷微通道集成电路提出了两种优化设计方法:一种是最小化芯片上的温度梯度,另一种称为GreenCool,旨在最大限度地提高冷却剂泵送的能源效率。这两种方法都依赖于通道宽度调制的概念来改变微通道液冷散热器的热行为。这两种方法的核心是一种新的液体冷却集成电路传热的半解析数学模型。这样的数学模型可以应用梯度下降方法,如非线性规划,在巨大的多维设计空间中寻找性能最优的通道设计。在本文中,我们彻底量化半解析模型的影响和效率,结合非线性规划,当与几种数值优化机制进行比较时。我们的实验评估表明,非线性规划与半解析模型一起,比传统的随机/启发式设计方法(如遗传算法和使用全数值热模型的模拟退火)快23倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
A semi-analytical approach for optimized design of microchannel liquid-cooled ICs
The development of embedded and interlayer liquid cooling in integrated circuits (ICs) using silicon microchannels has gained interest in the recent years owing to the rise of on-chip heat uses that aggravate thermal reliability issues of the emerging 3D stacked ICs. Further development of such devices and their translation to commercial applications depend largely on the availability of tools and methodologies that can enable the “temperature-aware” design of liquid-cooled microprocessors and 2D/3D multiprocessor systems-on-chip (MPSoCs). Recently, two optimal design methods have been proposed for liquid-cooled microchannel ICs: one to minimize on-chip temperature gradients and the other, called GreenCool, to maximize energy efficiency in the coolant pumping effort. Both these methods rely upon the concept of channel width modulation to modify the thermal behaviour of a microchannel liquid-cooled heat sink. At the heart of both these methods is a new semi-analytical mathematical model for heat transfer in liquid-cooled ICs. Such a mathematical model enables the application of gradient descent approaches, such as non-linear programming, in the search for the most optimally performing channel design in a huge multi-dimensional design space. In this paper, we thoroughly quantify the impact and efficiency of the semi-analytical model, combined with non-linear programming, when compared against several numerical optimization mechanisms. Our experimental evaluation shows that nonlinear programming, alongside the semi-analytical model, is up to 23× faster than conventional randomized/heuristic design approaches such as genetic algorithms and simulated annealing using fully-numerical thermal models.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Material behavior of SAC305 under high strain rate at high temperature Phase-separation of wetting fluids using nanoporous alumina membranes and micro-glass capillaries Nature-inspired enhanced microscale heat transfer in macro geometry Transient thermal imaging characterization of a die attached optoelectronic device on silicon A model for the free (top) surface deformation of through-silicon vias
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1