Detail výsledku

Multi-Objective Self-Organizing Migrating Algorithm: Sensitivity on Controlling Parameters

KADLEC, P.; RAIDA, Z.; DŘÍNOVSKÝ, J. Multi-Objective Self-Organizing Migrating Algorithm: Sensitivity on Controlling Parameters. Radioengineering, 2013, vol. 22, no. 1, p. 296-308. ISSN: 1210-2512.
Typ
článek v časopise
Jazyk
angličtina
Autoři
Kadlec Petr, doc. Ing., Ph.D., UREL (FEKT)
Raida Zbyněk, prof. Dr. Ing., UREL (FEKT)
Dřínovský Jiří, Ing., Ph.D., UREL (FEKT)
Abstrakt

In this paper, we investigate the sensitivity of a novel Multi-Objective Self-Organizing Migrating Algorithm (MOSOMA) on setting its control parameters. Usually, efficiency and accuracy of searching for a solution depends on the settings of a used stochastic algorithm, because multi-objective optimization problems are highly non-linear. In the paper, the sensitivity analysis is performed exploiting a large number of benchmark problems having different properties (the number of optimized parameters, the shape of a Pareto front, etc.). The quality of solutions revealed by MOSOMA is evaluated in terms of a generational distance, a spread and a hyper-volume error. Recommendations for proper settings of the algorithm are derived: These recommendations should help a user to set the algorithm for any multi-objective task without prior knowledge about the solved problem.

Klíčová slova

MOSOMA, sensitivity, control parameters, multi-objective optimization

URL
Rok
2013
Strany
296–308
Časopis
Radioengineering, roč. 22, č. 1, ISSN 1210-2512
Vydavatel
Brno University of Technology, Faculty of Electrical Engineering and Communication, Dept. of Radio Electronics
Místo
Purkyňova 118, 61200 Brno, Czech Republic
UT WoS
000318052500014
BibTeX 
@article{BUT99185,
  author="Petr {Kadlec} and Zbyněk {Raida} and Jiří {Dřínovský}",
  title="Multi-Objective Self-Organizing Migrating Algorithm: Sensitivity on Controlling Parameters",
  journal="Radioengineering",
  year="2013",
  volume="22",
  number="1",
  pages="296--308",
  issn="1210-2512",
  url="http://radioeng.cz/fulltexts/2013/13_01_0296_0308.pdf"
}
Pracoviště
Centrum senzorických, informačních a komunikačních systémů (SIX)
Ústav radioelektroniky (UREL)
Nahoru