Title :
Computationally efficient methodology for statistical characterization and yield estimation due to inter- and intra-die process variations
Author :
Mande, Sudhakar S. ; Chandorkar, A.N. ; Iwai, Hisato
Author_Institution :
Don Bosco Inst. of Technol., Mumbai, India
Abstract :
In this paper, first we have demonstrated the suitability of Plackett-Burman Design of Experiment (PB-DOE) method for the sensitivity analysis of a device and a circuit performance to inter- and intra-die process variations. Further, it is shown that PB-DOE method takes relatively less computational time and provides reasonable accuracy as compared to standard Monte Carlo Method. In the next part of the work, computationally efficient methodology for timing yield analysis of standard CMOS cells is proposed. The proposed technique combines well-known statistical methods namely Principal Component Analysis (PCA) and PB-DOE method. Here, the proposed technique is successfully implemented for timing yield estimation of standard CMOS cell implemented in non-planar Double-Gate (DG) FinFET technology. However, our methodology is independent of technology platform and can be implemented on classical bulk CMOS technology or any other emerging technologies too. Furthermore, it is shown that the proposed methodology reduces the computational cost by 35% as compared RSM based Monte Carlo method.
Keywords :
CMOS integrated circuits; MOSFET; design of experiments; principal component analysis; semiconductor device models; PB-DOE method; PCA; Plackett-Burman design of experiment; bulk CMOS technology; interdie process variation; intradie process variation; nonplanar double-gate FinFET technology; principal component analysis; sensitivity analysis; standard CMOS cell; statistical characterization; timing yield analysis; timing yield estimation; CMOS integrated circuits; Circuit optimization; Delays; Monte Carlo methods; Sensitivity; Standards; Transistors; CMOS; DG-FinFET; Design of Experiment; Monte Carlo;
Conference_Titel :
Quality Electronic Design (ASQED), 2013 5th Asia Symposium on
Conference_Location :
Penang
Print_ISBN :
978-1-4799-1312-1
DOI :
10.1109/ASQED.2013.6643602