Pareto optimization of analog circuits considering variability

被引:13
作者
Graeb, H. [1 ]
Mueller-Gritschneder, D. [1 ]
Schlichtmann, U. [1 ]
机构
[1] Tech Univ Munich, Dept Elect Engn & informat Technol, Inst Elect Design Automat, D-80333 Munich, Germany
关键词
analog design; circuit sizing; Pareto front; worst-case analysis; worst-case optimization; NORMAL-BOUNDARY INTERSECTION; EXPLORATION;
D O I
10.1002/cta.544
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];
摘要
The trade-off between competing design objectives is often decided at the beginning of the analog sizing process by assigning weights to the design objectives. Architectural design, however, requires the knowledge of all possible optimal trade-offs of a building block. Methods for Pareto optimization provide the set of all optimal trade-offs, the so-called Pareto front. The next generation of analog Pareto optimization tools additionally has to consider the manufacturing variations. This paper describes an approach to this challenging problem. First, analog Pareto optimization will be developed as a set of specific nonlinear programming problems that provide a discretization of the Pareto front of competing performance features. Second, a general problem formulation to consider manufacturing variations and operating ranges of circuit parameters in analog Pareto optimization will be presented. Third, an efficient solution approach to the resulting tolerance Pareto optimization problem will be described. It is based on a combination of nominal Pareto optimization and realistic worst-case analysis on discrete Pareto points. It provides high efficiency at acceptable loss in accuracy. Copyright (C) 2008 John Wiley & Sons, Ltd.
引用
收藏
页码:283 / 299
页数:17
相关论文
共 15 条
[1]
ALI S, 2008, NEW APPROACH COMBINI
[2]
Elitist nondominated sorting genetic algorithm based RF IC optimizer [J].
Chu, M ;
Allstot, D .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2005, 52 (03) :535-545
[3]
Normal-boundary intersection: A new method for generating the Pareto surface in nonlinear multicriteria optimization problems [J].
Das, I ;
Dennis, JE .
SIAM JOURNAL ON OPTIMIZATION, 1998, 8 (03) :631-657
[4]
WATSON: Design space boundary exploration and model generation for analog and RF IC design [J].
De Smedt, B ;
Gielen, GGE .
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2003, 22 (02) :213-224
[5]
DEBERNARDINIS F, 2003, SUPPORT VECTOR MACHI
[6]
GRAEB H, 2007, PARETO OPTIMIZATION
[7]
Graeb H.E., 2007, Analog design centering and sizing
[8]
LIN JG, 2003, MATH PROGRAM, V103, P1
[9]
Survey of multi-objective optimization methods for engineering [J].
Marler, RT ;
Arora, JS .
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2004, 26 (06) :369-395
[10]
MUELLER D, 2007, TRADE OFF DESIGN ANA