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A NEW HYBRID APPROACH TO SOLVE CELL FORMATION PROBLEM WITH ALTERNATIVE ROUTINGS

Year 2013, Volume: 14 Issue: 2, 105 - 118, 31.10.2013
https://izlik.org/JA77MW58BR

Abstract

In this study a hybrid approach based on Particle Swarm Optimization (PSO) and Competitive Neural Network (CNN) is proposed to solve cell formation problems with alternative routings. Particles in PSO are decoded as representation of routings which will be followed by each part. By using the route information of the particles a cell formation problem without alternative routings corresponding to each particle is obtained. This reduced problem is solved by a Competitive Neural Network approach and its grouping efficacy result is assigned to particle as a fitness value.  Furthermore, in order to demonstrate efficiency of the PSO-CNN hybrid approach, proposed method is compared with purely PSO and Simulated Annealing – CNN hybrid as other two methods developed for solving same problem. Performance of the PSO-CNN approach is shown on the test problems with comparisons.

References

  • A. Baalkur and J. H Steudel, “A Within-Cell Utilization Based Heuristic for Designing Cellular Manufacturing Systems”, International Journal of Production Research, vol. 25(5), 639-665, 1987.
  • A. Kusiak, “The Generalized Group Technology Concept”, International Journal of Production Research, vol. 25(4), 561-569, 1987.
  • B. Adenso-Díaz, S. Lozano, J. Racerob and F

ALTERNATİF ROTALI HÜCRE OLUŞTURMA PROBLEMLERİNİN ÇÖZÜMÜ İÇİN YENİ BİR MELEZ YAKLAŞIM

Year 2013, Volume: 14 Issue: 2, 105 - 118, 31.10.2013
https://izlik.org/JA77MW58BR

Abstract

References

  • A. Baalkur and J. H Steudel, “A Within-Cell Utilization Based Heuristic for Designing Cellular Manufacturing Systems”, International Journal of Production Research, vol. 25(5), 639-665, 1987.
  • A. Kusiak, “The Generalized Group Technology Concept”, International Journal of Production Research, vol. 25(4), 561-569, 1987.
  • B. Adenso-Díaz, S. Lozano, J. Racerob and F
There are 3 citations in total.

Details

Primary Language Turkish
Authors

Mümin Sönmez

Gürkan Öztürk

Publication Date October 31, 2013
IZ https://izlik.org/JA77MW58BR
Published in Issue Year 2013 Volume: 14 Issue: 2

Cite

APA Sönmez, M., & Öztürk, G. (2013). ALTERNATİF ROTALI HÜCRE OLUŞTURMA PROBLEMLERİNİN ÇÖZÜMÜ İÇİN YENİ BİR MELEZ YAKLAŞIM. Anadolu University Journal of Science and Technology A - Applied Sciences and Engineering, 14(2), 105-118. https://izlik.org/JA77MW58BR
AMA 1.Sönmez M, Öztürk G. ALTERNATİF ROTALI HÜCRE OLUŞTURMA PROBLEMLERİNİN ÇÖZÜMÜ İÇİN YENİ BİR MELEZ YAKLAŞIM. AUJST-A. 2013;14(2):105-118. https://izlik.org/JA77MW58BR
Chicago Sönmez, Mümin, and Gürkan Öztürk. 2013. “ALTERNATİF ROTALI HÜCRE OLUŞTURMA PROBLEMLERİNİN ÇÖZÜMÜ İÇİN YENİ BİR MELEZ YAKLAŞIM”. Anadolu University Journal of Science and Technology A - Applied Sciences and Engineering 14 (2): 105-18. https://izlik.org/JA77MW58BR.
EndNote Sönmez M, Öztürk G (November 1, 2013) ALTERNATİF ROTALI HÜCRE OLUŞTURMA PROBLEMLERİNİN ÇÖZÜMÜ İÇİN YENİ BİR MELEZ YAKLAŞIM. Anadolu University Journal of Science and Technology A - Applied Sciences and Engineering 14 2 105–118.
IEEE [1]M. Sönmez and G. Öztürk, “ALTERNATİF ROTALI HÜCRE OLUŞTURMA PROBLEMLERİNİN ÇÖZÜMÜ İÇİN YENİ BİR MELEZ YAKLAŞIM”, AUJST-A, vol. 14, no. 2, pp. 105–118, Nov. 2013, [Online]. Available: https://izlik.org/JA77MW58BR
ISNAD Sönmez, Mümin - Öztürk, Gürkan. “ALTERNATİF ROTALI HÜCRE OLUŞTURMA PROBLEMLERİNİN ÇÖZÜMÜ İÇİN YENİ BİR MELEZ YAKLAŞIM”. Anadolu University Journal of Science and Technology A - Applied Sciences and Engineering 14/2 (November 1, 2013): 105-118. https://izlik.org/JA77MW58BR.
JAMA 1.Sönmez M, Öztürk G. ALTERNATİF ROTALI HÜCRE OLUŞTURMA PROBLEMLERİNİN ÇÖZÜMÜ İÇİN YENİ BİR MELEZ YAKLAŞIM. AUJST-A. 2013;14:105–118.
MLA Sönmez, Mümin, and Gürkan Öztürk. “ALTERNATİF ROTALI HÜCRE OLUŞTURMA PROBLEMLERİNİN ÇÖZÜMÜ İÇİN YENİ BİR MELEZ YAKLAŞIM”. Anadolu University Journal of Science and Technology A - Applied Sciences and Engineering, vol. 14, no. 2, Nov. 2013, pp. 105-18, https://izlik.org/JA77MW58BR.
Vancouver 1.Mümin Sönmez, Gürkan Öztürk. ALTERNATİF ROTALI HÜCRE OLUŞTURMA PROBLEMLERİNİN ÇÖZÜMÜ İÇİN YENİ BİR MELEZ YAKLAŞIM. AUJST-A [Internet]. 2013 Nov. 1;14(2):105-18. Available from: https://izlik.org/JA77MW58BR