Araştırma Makalesi

AN IMPROVED ARTIFICIAL ATOM ALGORITHM WITH THE OPERATOR OF SHUFFLED FROG LEAPING ALGORITHM

Cilt: 9 Sayı: 17 31 Ağustos 2022
PDF İndir
TR EN

AN IMPROVED ARTIFICIAL ATOM ALGORITHM WITH THE OPERATOR OF SHUFFLED FROG LEAPING ALGORITHM

Öz

Artificial Atom Algorithm is an optimization technique that developed inspired by nature. This algorithm used for both continues problems and discrete problems in previous studies. In this study, an arrangement that would increase the success of this algorithm was envisaged. For this purpose, the ionic bond function of Artificial Atom Algorithm has been improved benefiting an algorithmic step of Shuffled Frog Leaping Algorithm. As a result of the updates, the search space was narrowed for the ionic bond operator. Thus, the state of getting away from the solution in each iteration was prevented. The success of Improved Artificial Atom Algorithm was tested with benchmark functions. Experimental results for the proposed method were interpreted comparatively.

Anahtar Kelimeler

Artificial atom algorithm, Improved artificial atom algorithm, Shuffled frog leaping algorithm, Optimization, Benchmark problems

Kaynakça

  1. Yıldırım AE. Yapay atom algoritması ve ayrık problemlere uygulanması (in Turkish). PhD. Thesis, Institute of Natural and Applied Science, Malatya: Inonu University, Turkey; 2018.
  2. Pérez J, Valdez F, Castillo O. Bat algorithm comparison with genetic algorithm using benchmark functions. In: Castillo O, Melin P, Pedrycz W, Kacprzyk J. (eds) Recent Advances on Hybrid Approaches for Designing Intelligent Systems. Studies in Computational Intelligence, 547, Springer, Cham; 2014
  3. Onwubolu GC, Clerc M. Optimal path for automated drilling operations by a new heuristic approach using particle swarm optimization. Int J Prod Res 2004; 42(3), 473–491.
  4. Karcı A. Theory of saplings growing up algorithm. In: Beliczynski B, Dzielinski A, Iwanowski M, Ribeiro B. (Ed.), Adaptive and Natural Computing Algorithms. Lecture Notes in Computer Science, 4431, 450-460, Springer, Berlin, Heidelberg; 2007.
  5. Wong LP, Low MYH, Chong CS. A bee colony optimization algorithm for traveling salesman problem. Proceedings of Second Asia International Conference on Modelling & Simulation (AMS), Kuala Lumpur, Malaysia; 2008.
  6. Dorigo M, Stutzle T. Ant colony optimization. MIT Press, Cambridge, MA; 2004.
  7. Karcı A. Differential evolution algorithm and its variants. Anatolian Journal of Computer Sciences 2017; 2(1), 10-14.
  8. Kızıloluk S, Alataş B. Automatic mining of numerical classification rules with parliamentary optimization algorithm. Advances in Electrical and Computer Engineering 2015; 15(4), 17-24.
  9. Alataş B. Uniform big bang - chaotic big crunch optimization. Communications in Nonlinear Science and Numerical Simulation 2011; 16, 3696-3703.
  10. Alataş B, Özer, AB. Mining of generalized interesting classification rules with artificial chemical reaction optimization algorithm. Journal of the Faculty of Engineering and Architecture of Gazi University 2017; 32, 101-118.

Kaynak Göster

APA
Erdoğan Yıldırım, A. (2022). AN IMPROVED ARTIFICIAL ATOM ALGORITHM WITH THE OPERATOR OF SHUFFLED FROG LEAPING ALGORITHM. Adıyaman Üniversitesi Mühendislik Bilimleri Dergisi, 9(17), 366-383. https://doi.org/10.54365/adyumbd.1080995
AMA
1.Erdoğan Yıldırım A. AN IMPROVED ARTIFICIAL ATOM ALGORITHM WITH THE OPERATOR OF SHUFFLED FROG LEAPING ALGORITHM. Adıyaman Üniversitesi Mühendislik Bilimleri Dergisi. 2022;9(17):366-383. doi:10.54365/adyumbd.1080995
Chicago
Erdoğan Yıldırım, Ayşe. 2022. “AN IMPROVED ARTIFICIAL ATOM ALGORITHM WITH THE OPERATOR OF SHUFFLED FROG LEAPING ALGORITHM”. Adıyaman Üniversitesi Mühendislik Bilimleri Dergisi 9 (17): 366-83. https://doi.org/10.54365/adyumbd.1080995.
EndNote
Erdoğan Yıldırım A (01 Ağustos 2022) AN IMPROVED ARTIFICIAL ATOM ALGORITHM WITH THE OPERATOR OF SHUFFLED FROG LEAPING ALGORITHM. Adıyaman Üniversitesi Mühendislik Bilimleri Dergisi 9 17 366–383.
IEEE
[1]A. Erdoğan Yıldırım, “AN IMPROVED ARTIFICIAL ATOM ALGORITHM WITH THE OPERATOR OF SHUFFLED FROG LEAPING ALGORITHM”, Adıyaman Üniversitesi Mühendislik Bilimleri Dergisi, c. 9, sy 17, ss. 366–383, Ağu. 2022, doi: 10.54365/adyumbd.1080995.
ISNAD
Erdoğan Yıldırım, Ayşe. “AN IMPROVED ARTIFICIAL ATOM ALGORITHM WITH THE OPERATOR OF SHUFFLED FROG LEAPING ALGORITHM”. Adıyaman Üniversitesi Mühendislik Bilimleri Dergisi 9/17 (01 Ağustos 2022): 366-383. https://doi.org/10.54365/adyumbd.1080995.
JAMA
1.Erdoğan Yıldırım A. AN IMPROVED ARTIFICIAL ATOM ALGORITHM WITH THE OPERATOR OF SHUFFLED FROG LEAPING ALGORITHM. Adıyaman Üniversitesi Mühendislik Bilimleri Dergisi. 2022;9:366–383.
MLA
Erdoğan Yıldırım, Ayşe. “AN IMPROVED ARTIFICIAL ATOM ALGORITHM WITH THE OPERATOR OF SHUFFLED FROG LEAPING ALGORITHM”. Adıyaman Üniversitesi Mühendislik Bilimleri Dergisi, c. 9, sy 17, Ağustos 2022, ss. 366-83, doi:10.54365/adyumbd.1080995.
Vancouver
1.Ayşe Erdoğan Yıldırım. AN IMPROVED ARTIFICIAL ATOM ALGORITHM WITH THE OPERATOR OF SHUFFLED FROG LEAPING ALGORITHM. Adıyaman Üniversitesi Mühendislik Bilimleri Dergisi. 01 Ağustos 2022;9(17):366-83. doi:10.54365/adyumbd.1080995