A new chaotic Levy flight distribution optimization algorithm for solving constrained engineering problems

Yıldız B. S., Kumar S., Pholdee N., Bureerat S., Sait S. M., Yıldız A. R.

EXPERT SYSTEMS, cilt.39, sa.8, 2022 (SCI-Expanded) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 39 Sayı: 8
  • Basım Tarihi: 2022
  • Doi Numarası: 10.1111/exsy.12992
  • Dergi Adı: EXPERT SYSTEMS
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus, Academic Search Premier, ABI/INFORM, Applied Science & Technology Source, Biotechnology Research Abstracts, Business Source Elite, Business Source Premier, Compendex, Computer & Applied Sciences, INSPEC, Library, Information Science & Technology Abstracts (LISTA), Psycinfo
  • Anahtar Kelimeler: brake pedal, chaotic maps, hybrid metaheuristics, Levy flight distribution optimizer, mechanical design, DESIGN OPTIMIZATION, DIFFERENTIAL EVOLUTION, SEARCH, SWARM
  • Bursa Uludağ Üniversitesi Adresli: Evet

Özet

This work proposed a new metaheuristic dubbed as Chaotic Levy flight distribution (CLFD) algorithm, to address physical world engineering optimization problems that incorporate the chaotic maps in the elementary Levy flight distribution (LFD). Hybridization aims to increase the LFD rate of convergence while also providing a problem-free optimization approach. The proposed methodology is investigated for five case studies of constrained optimization issues followed by shape optimization of structural design. The outcomes from the CFLD algorithm are further contrasted with its fundamental version and other distinguished recently introduced algorithms. The computational analysis illustrates the dominance of CLFD over other considered optimizers. Moreover, the present investigation shows that CLFD is a robust technique that can efficiently find optimal mechanical design problems with a proper chaotic map selection.