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Statistical Analysis and Optimization for VLSI: Timing and Power

by Ashish Srivastava

Statistical Analysis and Optimization for VLSI: Timing and Power Cover

Synopses & Reviews

Publisher Comments:

The book will cover the statistical analysis and optimization issues arising due to increased process variations in current technologies. The focus of the book will be on timing and power analysis techniques, developed during the past couple of years, which will lead to parametric yield analysis techniques. Optimization approaches suitable in non-deterministic scenarios which improve the yield of the design will also be discussed. Previous books in this area have become outdated because they considered only inter-die variations (which were the only significant variation component when these books were written) and the optimization techniques described are computationally very inefficient due to the increased complexity of current VLSI designs. This book will serve the purpose of providing a good reference for statistical analysis and optimization techniques in current and future VLSI design for CAD-Tool developers and for researchers interested in starting work in this very active area of research. The authors have been leading a lot of the research in this area and will also provide novel ideas and approaches to handle the addressed issues. There has recently been a lot of interest in statistical issues in VLSI design among  the researchers with the increasing impact of process variations and increased design complexity. A large number of effective approaches have been recently developed to perform efficient statistical analysis and optimization. At present none of the books addresses this very important and increasingly important area of VLSI design.

Synopsis:

Statistical Analysis and Optimization For VLSI: Timing and Power is a state-of-the-art book on the newly emerging field of statistical computer-aided design (CAD) tools. The very latest research in statistical timing and power analysis techniques is included, along with efforts to incorporate parametric yield as the key objective function during the design process. Included is the necessary mathematical background on techniques which find widespread use in current analysis and optimization. The emphasis is on algorithms, modeling approaches for process variability, and statistical techniques that are the cornerstone of the probabilistic CAD movement. The authors also describe recent optimization approaches to timing yield and contrast them to deterministic optimization. The work will enable new researchers in this area to come up to speed quickly, as well as provide a handy reference for those already working in CAD tool development.

About the Author

Ashish Srivastava received the B.Tech. degree in electrical engineering from the Indian Institute of Technology, Kanpur in 2001 and the M.S. degree in electrical engineering from the University of Michigan, Ann Arbor in 2003. He is currently pursuing the Ph.D. degree at the University of Michigan, Ann Arbor. In summe r 2003 he was with the Technology CAD Division, Intel Corporation, Hillsboro, where he was a Graduate Intern and in summer 2004 he was with the Austin Research Lab, IBM, where he worked on leakage power optimization techniques . He is a recipient of the Intel PhD Fellowship, 2004. His research interests include optimization and statistical techniques for low-power VLSI design. Dennis Sylvester received the B.S. degree in electrical engineering summa cum laude from the University of Michigan, Ann Arbor, in 1995. He received the M.S. and Ph.D. degrees in electrical engineering from University of California, Berkeley, in 1997 and 1999, respectively. He worked at Hewlett-Packard Laboratories in Palo Alto, CA, from 1996 to 1998. His dissertation research was recognized with the 2000 David J. Sakrison Memorial Prize as the most outstanding research in the UC-Berkeley EECS department. After working as a Senior R&D Engineer in the Advanced Technology Group of Synopsys, Mountain View, CA, he is now an Assistant Professor of Electrical Engineering at the University of Michigan, Ann Arbor. He has published numerous articles in his field of research, which includes the modeling, characterization, and analysis of on-chip interconnect, low-power circuit design and design automation techniques, and variability-aware circuit approaches. Dr. Sylvester received an NSF CAREER award, the 2000 Beatrice Winner Award at ISSCC, two outstanding research presentation awards from the Semiconductor Research Corporation, and a best student paper award at the 1997 International Semiconductor Device Research Symposium. He is the recipient of the 2003 ACM SIGDA Outstanding New Faculty Award and the 1938E Award for teaching and mentoring, which is the highest award given to a junior faculty in the Michigan College of Engineering. He has served on the technical program committee of numerous design automation and circuit design conferences and was general chair for the 2003 ACM/IEEE System-Level Interconnect Prediction (SLIP) Workshop. In addition, he helps to define the circuit and physical design roadmap as a member of the International Technology Roadmap for Semiconductors (ITRS) U.S. Design Technology Working Group. He is a member of IEEE, ACM, American Society of Engineering Education, and Eta Kappa Nu.David Blaauw received his B.S. in Physics and Computer Science from Duke University in 1986, his M.S. in Computer Science from the University of Illinois, Urbana, in 1988 and his Ph.D. in Computer Science from the University of Illinois, Urbana, in 1991. He worked at the Engineering Accelerator Technology Division, IBM Corporation, Endicott, as a Development Staff Member, until August 1993. From 1993 till August 2001, he worked for Motorola, Inc. in Austin, TX, where he was the manager of t he High Performance Design Technology group. Since August 2001, he has been on the faculty at the University of Michigan as an Associate Professor. His work has focused on VLSI design and CAD with particular emphasis on circuit analysis and optimization problems for high performance and low power designs. He was the Technical Program Chair and General Chair for the International Symposium on Low Power Electronic and Design in 1999 and 2000, respectively, and was the Technical Program Co-Chair and member of the Executive Committee the ACM/IEEE Design Automation Conference in 2000 and 2001.

Table of Contents

Introduction.- Statistical Modeling.- Statistical Timing Analysis.- Statistical Power Analysis.- Yield Analysis.- Statistical Optimization Techniques.- Post-Silicon Approaches.

Product Details

ISBN:
9780387257389
Subtitle:
Timing and Power
Author:
Srivastava, Ashish
Author:
Blaauw, David
Author:
Sylvester, Dennis
Publisher:
Springer
Subject:
Engineering - Electrical & Electronic
Subject:
Electronics - Circuits - General
Subject:
Integrated circuits
Subject:
Electronics - Circuits - VLSI
Subject:
Mathematical optimization
Subject:
Electricity
Copyright:
Edition Number:
1
Publication Date:
October 2005
Binding:
Hardcover
Language:
English
Illustrations:
Y
Pages:
279
Dimensions:
9.56x6.36x.83 in. 1.37 lbs.

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