DocumentCode :
1924516
Title :
Process Variability-Aware Statistical Hybrid Modeling of Dynamic Power Dissipation in 65 nm CMOS Designs
Author :
Harish, B.P. ; Bhat, Navakanta ; Patil, Mahesh B.
Author_Institution :
Indian Inst. of Sci., Bangalore
fYear :
2007
fDate :
5-7 March 2007
Firstpage :
94
Lastpage :
98
Abstract :
A generalized technique is proposed for modeling the effects of process variations on dynamic power by directly relating the variations in process parameters to variations in dynamic power of a digital circuit. The dynamic power of a 2-input NAND gate is characterized by mixed-mode simulations, to be used as a library element for 65nm gate length technology. The proposed methodology is demonstrated with a multiplier circuit built using the NAND gate library, by characterizing its dynamic power through Monte Carlo analysis. The statistical technique of response surface methodology (RSM) using design of experiments (DOE) and least squares method (LSM), are employed to generate a "hybrid model" for gate power to account for simultaneous variations in multiple process parameters. We demonstrate that our hybrid model based statistical design approach results in considerable savings in the power budget of low power CMOS designs with an error of less than 1%, with significant reductions in uncertainty by at least 6X on a normalized basis, against worst case design
Keywords :
CMOS digital integrated circuits; Monte Carlo methods; design of experiments; integrated circuit design; integrated circuit modelling; least mean squares methods; logic gates; response surface methodology; 65 nm; CMOS design; Monte Carlo analysis; NAND gate library; design of experiments; digital circuit; dynamic power dissipation; least squares method; multiplier circuit; process variability-aware statistical hybrid modeling; response surface methodology; CMOS process; Circuit simulation; Design methodology; Digital circuits; Monte Carlo methods; Power dissipation; Response surface methodology; Semiconductor device modeling; Software libraries; US Department of Energy; Least Squares Method; Response Surface Methodology; hybrid model.; mixed-mode simulations;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computing: Theory and Applications, 2007. ICCTA '07. International Conference on
Conference_Location :
Kolkata
Print_ISBN :
0-7695-2770-1
Type :
conf
DOI :
10.1109/ICCTA.2007.108
Filename :
4127349
Link To Document :
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