Title :
Statistical delay computation considering spatial correlations
Author :
Agarwal, Aseem ; Blaauw, David ; Zolotov, Vladimir ; Sundareswaran, Savithri ; Zhao, Min ; Gala, Kaushik ; Panda, Rajendran
Author_Institution :
Michigan Univ., Ann Arbor, MI, USA
Abstract :
Process variation has become a significant concern for static timing analysis. In this paper, we present a new method for path-based statistical timing analysis. We first propose a method for modeling inter- and intra-die device length variations. Based on this model, we then present an efficient method for computing the total path delay probability distribution using a combination of device length enumeration for inter-die variation and an analytical approach for intra-die variation. We also propose a simple and effective model of spatial correlation of intra-die device length variation. The analysis is then extended to include spatial correlation. We test the proposed methods on paths from an industrial high-performance microprocessor and present comparisons with traditional path analysis which does not distinguish between inter- and intra-die variations. The characteristics of the device length distributions were obtained from measured data of 8 test chips with a total of 17688 device length measurements. Spatial correlation data was also obtained from these measurements. We demonstrate the accuracy of the proposed approach by comparing our results with Monte-Carlo simulation.
Keywords :
Monte Carlo methods; correlation methods; delay estimation; integrated circuit testing; microprocessor chips; timing; Monte-Carlo simulation; device length enumeration; inter-die device length variations; intra-die device length variations; microprocessor; path-based statistical timing analysis; process variation; spatial correlation; spatial correlations; static timing analysis; statistical delay computation; test chips; total path delay probability distribution; Circuit analysis; Delay; Distributed computing; Doping; Length measurement; Performance analysis; Semiconductor device measurement; Semiconductor process modeling; Testing; Timing;
Conference_Titel :
Design Automation Conference, 2003. Proceedings of the ASP-DAC 2003. Asia and South Pacific
Print_ISBN :
0-7803-7659-5
DOI :
10.1109/ASPDAC.2003.1195028