Big bang - Big crunch optimization algorithm hybridized with local directional moves and application to target motion analysis problem

Hakki M. Genç, Ibrahim Eksin, Osman K. Erol

Araştırma sonucu: ???type-name???Konferans katkısıbilirkişi

23 Atıf (Scopus)

Özet

Big Bang - Big Crunch (BB-BC) optimization algorithm relies on one of the theories of the evolution of the universe; namely, the Big Bang and Big Crunch Theory [1]. It was proposed as a novel optimization method in 2006 and is shown to be capable of quick convergence. In this work, local search moves are injected in between the original "banging" and "crunching" phases of the optimization algorithm. These phases preserve their structures; but the representative point ("best" or "fittest" point) attained after crunching phase of the iteration is modified with local directional moves using the previous representative points. This hybridization scheme smoothens the path going to optima and decreases the process time for reaching the global minima. The results over benchmark test functions have proven that BB-BC Algorithm enhanced with local directional moves has provided more accuracy with the same computation time or for the same number of function evaluations. As a real world case study, the newly proposed routine is applied in target motion analysis problem where the basic parameters defining the target motion is estimated through noise corrupted measurement data.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığı2010 IEEE International Conference on Systems, Man and Cybernetics, SMC 2010
Sayfalar881-887
Sayfa sayısı7
DOI'lar
Yayın durumuYayınlandı - 2010
Etkinlik2010 IEEE International Conference on Systems, Man and Cybernetics, SMC 2010 - Istanbul, Turkey
Süre: 10 Eki 201013 Eki 2010

Yayın serisi

AdıConference Proceedings - IEEE International Conference on Systems, Man and Cybernetics
ISSN (Basılı)1062-922X

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???event.eventtypes.event.conference???2010 IEEE International Conference on Systems, Man and Cybernetics, SMC 2010
Ülke/BölgeTurkey
ŞehirIstanbul
Periyot10/10/1013/10/10

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