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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Aghababa, H. Forouzandeh, B. Dehghan, H. Afzali-Kusha, A. |
| Copyright Year | 2009 |
| Description | Author affiliation: School of Electrical and Computer Engineering, University of Tehran, Iran (Aghababa, H.; Forouzandeh, B.; Dehghan, H.; Afzali-Kusha, A.) |
| Abstract | Advancements in nano-scale Integrated Circuits manufacturing technology has resulted in variability of performance metrics. The performance parameters such as Power and Delay are no longer represented deterministically. As a result, circuit designers and manufacturers need to make use of statistical analysis to estimate performance of Integrated Circuits. In this paper we present a new methodology to increase the accuracy of estimation compared to prior methods. We introduce Bayesian analysis as a powerful mathematical and statistical approach to incorporate the prior observations in calculating the Probability Density Function (PDF) of performance parameters like Power and Delay. We apply this technique on a few Digital Gates and compare the results with previous methods. We also introduce Bayesian analysis as a powerful method to update the PDF of performance parameters. Finally, we demonstrate how this statistical approach could supersede the approaches established on Frequentist analysis so as to achieve a more accurate estimation on Power and Delay for Digital Integrated Circuits. |
| Starting Page | 1 |
| Ending Page | 5 |
| File Size | 280086 |
| Page Count | 5 |
| File Format | |
| ISBN | 9781424443109 |
| e-ISBN | 9781424443116 |
| DOI | 10.1109/NORCHP.2009.5397842 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2009-11-16 |
| Publisher Place | Norway |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Integrated circuit technology Measurement Bayesian estimation Statistical analysis circuit performance Delay estimation power and delay estimation Integrated circuit manufacture Bayesian methods Digital integrated circuits Probability density function Robustness Performance analysis |
| Content Type | Text |
| Resource Type | Article |
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