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GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY

Year 2003, Volume: 3 Issue: 1, 683 - 691, 09.01.2012

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.

Year 2003, Volume: 3 Issue: 1, 683 - 691, 09.01.2012

Abstract

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Details

Primary Language English
Journal Section Articles
Authors

M. Zıaratı This is me

D. Stockton This is me

E. Bilgili This is me

Publication Date January 9, 2012
Published in Issue Year 2003 Volume: 3 Issue: 1

Cite

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.
AMA Zıaratı M, Stockton D, Bilgili E. GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY. IU-Journal of Electrical & Electronics Engineering. January 2012;3(1):683-691.
Chicago Zıaratı, M., D. Stockton, and E. Bilgili. “GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY”. IU-Journal of Electrical & Electronics Engineering 3, no. 1 (January 2012): 683-91.
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 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, 2012.
ISNAD Zıaratı, M. et al. “GENETIC CELLULAR NEURAL NETWORK APPLICATIONS FOR PREDICTION PURPOSES IN INDUSTRY”. IU-Journal of Electrical & Electronics Engineering 3/1 (January 2012), 683-691.
JAMA 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, 2012, pp. 683-91.
Vancouver 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):683-91.