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Statistical Performance Modeling and Optimization

By: Xin Li,Jiayong Le,Lawrence T. Pileggi

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Statistical Performance Modeling and Optimization

By: Xin Li,Jiayong Le,Lawrence T. Pileggi

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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Page Count

161

Publisher

Now Publishers Inc

Published Date

ISBN 10

1601980566

ISBN 13

9781601980564

Statistical Performance Modeling and Optimization

By: Xin Li,Jiayong Le,Lawrence T. Pileggi

Write a review Read reviews Take a Quiz Solve Book Puzzle

Statistical Performance Modeling and Optimization

By: Xin Li,Jiayong Le,Lawrence T. Pileggi

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.

Average ratings

N/A

5

0%

4

0%

3

0%

2

0%

1

0%

Solve jigsaw puzzle

Age

Page Count

161

Publisher

Now Publishers Inc

Published Date

ISBN 10

1601980566

ISBN 13

9781601980564