DocumentCode :
31527
Title :
Correctness Analysis and Power Optimization for Probabilistic Boolean Circuits
Author :
Ching-Yi Huang ; Zheng-Shan Yu ; Yung-Chun Hu ; Tung-Chen Tsou ; Chun-Yao Wang ; Yung-Chih Chen
Author_Institution :
Dept. of Comput. Sci., Nat. Tsing Hua Univ., Hsinchu, Taiwan
Volume :
34
Issue :
4
fYear :
2015
fDate :
Apr-15
Firstpage :
615
Lastpage :
628
Abstract :
Traditionally, we expect that circuit designs can be executed without errors. However, for error resilient applications such as image processing, 100% correctness is not necessary. By pursuing less than 100% correctness, power consumption can be significantly reduced. Recently, probabilistic CMOS and probabilistic Boolean circuits (PBCs) have been proposed to deal with power consumption issue. However, to the best of our knowledge, no correctness analysis and power optimization algorithms have been proposed for PBCs. Thus, in this paper, we first propose a statistical approach for evaluating the correctness of PBCs. Then, we propose strategies for power optimization of PBCs. Finally, we integrate these strategies with the correctness analysis as a power optimization algorithm for PBCs. The experimental results show that the proposed correctness analysis method is highly efficient and accurate, and that the power optimization algorithm saves 36% of total power-delay-product on average under a correctness constraint of 90% on a set of International Workshop on Logic and Synthesis (IWLS) 2005 benchmarks.
Keywords :
Boolean functions; image processing; network synthesis; statistical analysis; International Workshop on Logic and Synthesis; circuit designs; correctness analysis; error resilient applications; image processing; power delay product; power optimization; probabilistic Boolean circuits; statistical approach; Inverters; Logic gates; Noise; Optimization; Power demand; Probabilistic logic; Standards; Analysis; analysis; logic synthesis; low-power design; power optimization; synthesis for low power;
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.2015.2394378
Filename :
7017545
Link To Document :
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