Statistical Performance Modeling and Optimization

Statistical Performance Modeling and Optimization
Author :
Publisher : Now Publishers Inc
Total Pages : 161
Release :
ISBN-10 : 9781601980564
ISBN-13 : 1601980566
Rating : 4/5 (566 Downloads)

Book Synopsis Statistical Performance Modeling and Optimization by : Xin Li

Download or read book Statistical Performance Modeling and Optimization written by Xin Li and published by Now Publishers Inc. This book was released on 2007 with total page 161 pages. Available in PDF, EPUB and Kindle. Book excerpt: Statistical Performance Modeling and Optimization reviews various statistical methodologies that have been recently developed to model, analyze and optimize performance variations at both transistor level and system level in integrated circuit (IC) design. The following topics are discussed in detail: sources of process variations, variation characterization and modeling, Monte Carlo analysis, response surface modeling, statistical timing and leakage analysis, probability distribution extraction, parametric yield estimation and robust IC optimization. These techniques provide the necessary CAD infrastructure that facilitates the bold move from deterministic, corner-based IC design toward statistical and probabilistic design. Statistical Performance Modeling and Optimization reviews and compares different statistical IC analysis and optimization techniques, and analyzes their trade-offs for practical industrial applications. It serves as a valuable reference for researchers, students and CAD practitioners.


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