DocumentCode
8799
Title
Probabilistic Analysis of Power and Temperature Under Process Variation for Electronic System Design
Author
Ukhov, Ivan ; Eles, Petru ; Zebo Peng
Author_Institution
Dept. of Comput. & Inf. Sci., Linkoping Univ., Linkoping, Sweden
Volume
33
Issue
6
fYear
2014
fDate
Jun-14
Firstpage
931
Lastpage
944
Abstract
Electronic system design based on deterministic techniques for power-temperature analysis is, in the context of current and future technologies, both unreliable and inefficient since the presence of uncertainty, in particular, due to process variation, is disregarded. In this paper, we propose a flexible probabilistic framework targeted at the quantification of the transient power and temperature variations of an electronic system. The framework is capable of modeling diverse probability laws of the underlying uncertain parameters and arbitrary dependencies of the system on such parameters. For the considered system, under a given workload, our technique delivers analytical representations of the corresponding stochastic power and temperature profiles. These representations allow for a computationally efficient estimation of the probability distributions and accompanying quantities of the power and temperature characteristics of the system. The approximation accuracy and computational time of our approach are assessed by a range of comparisons with Monte Carlo simulations, which confirm the efficiency of the proposed technique.
Keywords
Monte Carlo methods; integrated circuit design; probability; transient analysis; Monte Carlo simulations; analytical representations; deterministic techniques; diverse probability laws; electronic system design; power-temperature analysis; probabilistic analysis; probability distributions; process variation; stochastic power; temperature profiles; temperature variations; transient power; Computational modeling; Polynomials; Random variables; Stochastic processes; Temperature distribution; Transient analysis; Vectors; Power analysis; process variation; system-level design; temperature analysis; uncertainty quantification;
fLanguage
English
Journal_Title
Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on
Publisher
ieee
ISSN
0278-0070
Type
jour
DOI
10.1109/TCAD.2014.2301672
Filename
6816116
Link To Document