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ABSTRACT
Increasing levels of process variability in sub-100nm CMOS design has become a critical concern for performance and power constraint designs. In this paper, we propose a new statistically aware Dual-Vt and sizing optimization that considers both the variability in performance and leakage of a design. While extensive work has been performed in the past on statistical analysis methods, circuit optimization is still largely performed using deterministic methods. We show in this paper that deterministic optimization quickly looses effectiveness for stringent performance and leakage constraints in designs with significant variability. We then propose a statistically aware dual-Vt and sizing algorithm where both delay constraints and sensitivity computations are performed in a statistical manner. We demonstrate that using this statistically aware optimization, leakage power can be reduced by 15-35% compared to traditional deterministic analysis. The improvements increase for strict delay constraints making statistical optimization especially important for high performance designs.
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CITED BY 28
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Matthew R. Guthaus , Natesan Venkateswaran , Vladimir Zolotov , Dennis Sylvester , Richard B. Brown, Optimization objectives and models of variation for statistical gate sizing, Proceedings of the 15th ACM Great Lakes symposium on VLSI, April 17-19, 2005, Chicago, Illinois, USA
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Ashish Srivastava , Saumil Shah , Kanak Agarwal , Dennis Sylvester , David Blaauw , Stephen Director, Accurate and efficient gate-level parametric yield estimation considering correlated variations in leakage power and performance, Proceedings of the 42nd annual conference on Design automation, June 13-17, 2005, San Diego, California, USA
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A. Papanikolaou , T. Grabner , M. Miranda , P. Roussel , F. Catthoor, Yield prediction for architecture exploration in nanometer technology nodes:: a model and case study for memory organizations, Proceedings of the 4th international conference on Hardware/software codesign and system synthesis, October 22-25, 2006, Seoul, Korea
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Steven M. Burns , Mahesh Ketkar , Noel Menezes , Keith A. Bowman , James W. Tschanz , Vivek De, Comparative analysis of conventional and statistical design techniques, Proceedings of the 44th annual conference on Design automation, June 04-08, 2007, San Diego, California
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J. M. Wang , B. Srinivas , Dongsheng Ma , C. C. -P. Chen , Jun Li, System-level power and thermal modeling and analysis by orthogonal polynomial based response surface approach (OPRS), Proceedings of the 2005 IEEE/ACM International conference on Computer-aided design, p.728-735, November 06-10, 2005, San Jose, CA
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K. Chopra , S. Shah , A. Srivastava , D. Blaauw , D. Sylvester, Parametric yield maximization using gate sizing based on efficient statistical power and delay gradient computation, Proceedings of the 2005 IEEE/ACM International conference on Computer-aided design, p.1023-1028, November 06-10, 2005, San Jose, CA
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M. R. Guthaus , N. Venkateswarant , C. Visweswariaht , V. Zolotov, Gate sizing using incremental parameterized statistical timing analysis, Proceedings of the 2005 IEEE/ACM International conference on Computer-aided design, p.1029-1036, November 06-10, 2005, San Jose, CA
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