Title :
A survey of optimization techniques for integrated-circuit design
Author :
Brayton, Robert K. ; Hachtel, Gary D. ; Sangiovanni-Vincentelli, Alberto L.
Author_Institution :
IBM Thomas J. Watson Research Center, Yorktown Heights, NY
Abstract :
We survey contemporary optimization techniques and relate these to optimization problems which arise in the design of integrated circuits. Theory, algorithms and programs are reviewed, and an assessment is made of the impact optimization has had and will have on integrated-circuit design. Integrated circuits are characterized by complex tradeoffs between multiple nonlinear objectives with multiple nonlinear and sometimes nonconvex constraints. Function and gradient evaluations require the solution of very large sets of nonlinear differential equations, consequently they are inaccurate and extremely expensive. Furthermore, the partmeters to be optimized are subject to inherent statistical fluctuations. We focus on those multiobjective constrained optimization techniques which are appropriate to this environment.
Keywords :
Algorithm design and analysis; Circuits; Constraint optimization; Cost function; Design methodology; Design optimization; Differential equations; Minimax techniques; Minimization; Monte Carlo methods;
Journal_Title :
Proceedings of the IEEE
DOI :
10.1109/PROC.1981.12170