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Correctness Analysis and Power Optimization for Probabilistic Boolean Circuits

Authors :
Ching-Yi Huang
Zheng-Shan Yu
Yung-Chun Hu
Tung-Chen Tsou
Chun-Yao Wang
Yung-Chih Chen
Source :
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. 34:615-628
Publication Year :
2015
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2015.

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.

Details

ISSN :
19374151 and 02780070
Volume :
34
Database :
OpenAIRE
Journal :
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Accession number :
edsair.doi...........3f6754bbcea4dedb075ef93e926738a8
Full Text :
https://doi.org/10.1109/tcad.2015.2394378