DocumentCode
3637086
Title
Multiobjective optimization with an asymptotically uniform coverage of Pareto front
Author
Jan Míchal;Josef Dobeš;David Černý
Author_Institution
Department of Mixed Signal Design Silicon &
fYear
2010
Firstpage
2912
Lastpage
2915
Abstract
This paper suggests an enhancement of an existing method for the multiobjective optimization known as GAM (goal attainment method). In our proposal, the GAM algorithm is combined with a mechanism that automatically provides a set of parameters (weights, coordinates of the reference point) for which the method generates noninferior solutions uniformly spread over a suitably selected part of the Pareto front. The resulting set of solutions is then presented in a suitable graphic form so that the solution representing the most satisfactory tradeoff can be easily chosen. The whole algorithm was implemented as a program and tested on several RF design examples (video, low-noise, and power amplifiers), whose optimization results are also presented. For a comparison, the first design example was also solved by another method known as WMM (weighted metrics method).
Keywords
"Pareto optimization","Optimization methods","Proposals","Graphics","Testing","Radio frequency","Algorithm design and analysis","Low-noise amplifiers","Radiofrequency amplifiers","Design optimization"
Publisher
ieee
Conference_Titel
Circuits and Systems (ISCAS), Proceedings of 2010 IEEE International Symposium on
Print_ISBN
978-1-4244-5308-5
Type
conf
DOI
10.1109/ISCAS.2010.5538044
Filename
5538044
Link To Document