Big bang big crunch optimization method based fuzzy model inversion

Tufan Kumbasar*, Ibrahim Eksin, Müjde Güzelkaya, Engin Yeşil

*Bu çalışma için yazışmadan sorumlu yazar

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33 Atıf (Scopus)

Özet

The inverse fuzzy model can be used as a controller in an open loop fashion to produce perfect control if there does not exist any disturbance or parameter variation in the system. In this paper, a new fuzzy model inversion technique that is based on an evolutionary search algorithm called Big Bang Big Crunch (BB-BC) optimization is introduced. Even though various fuzzy inversion methods can be found in literature, these methods are only applicable under certain conditions or limitations. On the other hand, there does not exist any limitation or condition for the new methodology presented here. In this new technique, the inverse fuzzy model control signal is generated iteratively as a consequence of an optimization operation. Since the BB-BC optimization algorithm has a high convergence speed and low computational time, the optimal inverse fuzzy model control signal is generated within each sampling time. The beneficial sides of the open loop control approach based on the proposed fuzzy model inversion technique are illustrated through two simulation studies.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığıMICAI 2008
Ana bilgisayar yayını alt yazısıAdvances in Artificial Intelligence - 7th Mexican International Conference on Artificial Intelligence, Proceedings
Sayfalar732-740
Sayfa sayısı9
DOI'lar
Yayın durumuYayınlandı - 2008
Etkinlik7th Mexican International Conference on Artificial Intelligence, MICAI 2008 - Atizapan de Zaragoza, Mexico
Süre: 27 Eki 200831 Eki 2008

Yayın serisi

AdıLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Hacim5317 LNAI
ISSN (Basılı)0302-9743
ISSN (Elektronik)1611-3349

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???event.eventtypes.event.conference???7th Mexican International Conference on Artificial Intelligence, MICAI 2008
Ülke/BölgeMexico
ŞehirAtizapan de Zaragoza
Periyot27/10/0831/10/08

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