Process variability-aware statistical hybrid modeling of dynamic power dissipation in 65 nm CMOS designs

被引:0
作者
Harish, B. P. [1 ]
Bhat, Navakanta [1 ]
Patil, Mahesh B. [2 ]
机构
[1] Indian Inst Sci, Bangalore 560012, Karnataka, India
[2] Indian Inst Sci, Bombay, Maharashtra, India
来源
ICCTA 2007: INTERNATIONAL CONFERENCE ON COMPUTING: THEORY AND APPLICATIONS, PROCEEDINGS | 2007年
关键词
mixed-mode simulations; response surface methodology; least squares method; hybrid model;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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 65mn 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 atleast 6X on a normalized basis, against worst case design.
引用
收藏
页码:94 / +
页数:2
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