Title :
Multi-objective sensitivity-based optimization of analog circuits exploiting NSGA-II front ranking
Author :
Omaya Bellaaj Kchaou;Amin Sallem;Pedro Pereira;Mourad Fakhfakh;Maria Helena Fino
Author_Institution :
University of Sfax, Tunisia
Abstract :
This work deals with the multi-objective optimization of analog circuits by generating the Pareto front where elements are low sensitive to parameters´ variations. NSGA-II is used for obtaining the non-dominated solutions. Richardson extrapolation technique is used for the in-loop optimization approach for computing partial derivatives and, thus, the solutions´ sensitivity. NSGA-II Pareto fronts´ intrinsic ranking is exploited for the generation of the new `low-sensitive´ Pareto front. The case of the optimal sizing of a CMOS voltage follower is considered to exemplify the proposed approach.
Keywords :
"Optimization","Analog circuits","Sociology","Statistics","Extrapolation","Sensitivity analysis"
Conference_Titel :
Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design (SMACD), 2015 International Conference on
DOI :
10.1109/SMACD.2015.7301696