GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY

Volume: 3 Number: 1 January 9, 2012
  • M. Zıaratı
  • D. Stockton
  • E. Bilgili
EN

GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY

Abstract

Genetic Cellular Neural Networks (GCNN) are  adapted for predicting the required car parts quantities in a real and major auto parts supplier chain.  It was argued that due to the learning ability of neural networks, their speed and capacity to handle large amount of data, they have a potential for predicting components requirements.   GCNN use less stability parameters than Back Propagation-Artificial Neural Networks (BP-ANN) and hence better suited to fast changing scenarios as in real supply chain applications.   The model has shown promising outcomes in learning and predicting material demand in a supply chain, with high degree of accuracy.

Keywords

Details

Primary Language

English

Subjects

-

Journal Section

-

Authors

M. Zıaratı This is me

D. Stockton This is me

E. Bilgili This is me

Publication Date

January 9, 2012

Submission Date

January 9, 2012

Acceptance Date

-

Published in Issue

Year 2003 Volume: 3 Number: 1

APA
Zıaratı, M., Stockton, D., & Bilgili, E. (2012). GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY. IU-Journal of Electrical & Electronics Engineering, 3(1), 683-691. https://izlik.org/JA92GH72CP
AMA
1.Zıaratı M, Stockton D, Bilgili E. GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY. IU-Journal of Electrical & Electronics Engineering. 2012;3(1):683-691. https://izlik.org/JA92GH72CP
Chicago
Zıaratı, M., D. Stockton, and E. Bilgili. 2012. “GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY”. IU-Journal of Electrical & Electronics Engineering 3 (1): 683-91. https://izlik.org/JA92GH72CP.
EndNote
Zıaratı M, Stockton D, Bilgili E (January 1, 2012) GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY. IU-Journal of Electrical & Electronics Engineering 3 1 683–691.
IEEE
[1]M. Zıaratı, D. Stockton, and E. Bilgili, “GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY”, IU-Journal of Electrical & Electronics Engineering, vol. 3, no. 1, pp. 683–691, Jan. 2012, [Online]. Available: https://izlik.org/JA92GH72CP
ISNAD
Zıaratı, M. - Stockton, D. - Bilgili, E. “GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY”. IU-Journal of Electrical & Electronics Engineering 3/1 (January 1, 2012): 683-691. https://izlik.org/JA92GH72CP.
JAMA
1.Zıaratı M, Stockton D, Bilgili E. GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY. IU-Journal of Electrical & Electronics Engineering. 2012;3:683–691.
MLA
Zıaratı, M., et al. “GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY”. IU-Journal of Electrical & Electronics Engineering, vol. 3, no. 1, Jan. 2012, pp. 683-91, https://izlik.org/JA92GH72CP.
Vancouver
1.M. Zıaratı, D. Stockton, E. Bilgili. GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY. IU-Journal of Electrical & Electronics Engineering [Internet]. 2012 Jan. 1;3(1):683-91. Available from: https://izlik.org/JA92GH72CP