Back to Search Start Over

Estimation of steady-state temperature field in Multichip Modules using deep convolutional neural network

Authors :
Hua, Yue
Wang, Zhi-Qiao
Yuan, Xin-Yi
Bai Li, Yu
Wu, Wei-Tao
Aubry, Nadine
Source :
Thermal Science and Engineering Progress; 20230101, Issue: Preprints
Publication Year :
2023

Abstract

•A model based on deep convolutional neural network is developed to predict the steady-state temperature field in Multichip Modules.•An end-to-end mapping is reconstructed from SDF presented chip placement and power to the temperature field of Multichip Modules.•Fast and accurate prediction with random chip placement is achieved, even under the conditions not included in model training.•A valuable tool is expected for the rapid thermal design of Multichip Modulus.

Details

Language :
English
ISSN :
24519049
Issue :
Preprints
Database :
Supplemental Index
Journal :
Thermal Science and Engineering Progress
Publication Type :
Periodical
Accession number :
ejs62352620
Full Text :
https://doi.org/10.1016/j.tsep.2023.101755