DocumentCode
3230428
Title
A stochastic local hot spot alerting technique
Author
Jung, Hwisung ; Pedram, Massoud
Author_Institution
Univ. of Southern California, Los Angeles
fYear
2008
fDate
21-24 March 2008
Firstpage
468
Lastpage
473
Abstract
With the increasing levels of variability in the behavior of manufactured nano-scale devices and dramatic changes in the power density on a chip, timely identification of hot spots on a chip has become a challenging task. This paper addresses the questions of how and when to identify and issue a hot spot alert. There are important questions since temperature reports by thermal sensors may be erroneous, noisy, or arrive too late to enable effective application of thermal management mechanisms to avoid chip failure. This paper thus presents a stochastic technique for identifying and reporting local hot spots under probabilistic conditions induced by uncertainty in the chip junction temperature and the system power state. More specifically, it introduces a stochastic framework for estimating the chip temperature and the power state of the system based on a combination of Kalman filtering (KF) and Markovian decision process (MDP) model. Experimental results demonstrate the effectiveness of the framework and show that the proposed technique alerts about thermal threats accurately and in a timely fashion in spite of noisy or sometimes erroneous readings by the temperature sensor.
Keywords
Kalman filters; Markov processes; integrated circuit modelling; nanoelectronics; stochastic processes; temperature sensors; thermal management (packaging); Kalman filtering; Markovian decision process; chip junction temperature; nanoscale devices; power density; stochastic local hot spot alert; thermal management; thermal sensors; Manufacturing; Nanoscale devices; Power system management; Stochastic processes; Stochastic systems; Temperature distribution; Temperature sensors; Thermal management; Thermal sensors; Uncertainty;
fLanguage
English
Publisher
ieee
Conference_Titel
Design Automation Conference, 2008. ASPDAC 2008. Asia and South Pacific
Conference_Location
Seoul
Print_ISBN
978-1-4244-1921-0
Electronic_ISBN
978-1-4244-1922-7
Type
conf
DOI
10.1109/ASPDAC.2008.4483996
Filename
4483996
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