Detail publikace

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

KADLEC, P. RAIDA, Z. DŘÍNOVSKÝ, J.

Originální název

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

Typ

článek v časopise ve Web of Science, Jimp

Jazyk

angličtina

Originální 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

Autoři

KADLEC, P.; RAIDA, Z.; DŘÍNOVSKÝ, J.

Rok RIV

2013

Vydáno

1. 4. 2013

Nakladatel

Brno University of Technology, Faculty of Electrical Engineering and Communication, Dept. of Radio Electronics

Místo

Purkyňova 118, 61200 Brno, Czech Republic

ISSN

1210-2512

Periodikum

Radioengineering

Ročník

22

Číslo

1

Stát

Česká republika

Strany od

296

Strany do

308

Strany počet

13

URL

http://radioeng.cz/fulltexts/2013/13_01_0296_0308.pdf

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"
}