Forecasting interregional commodity flows using artificial neural networks: An evaluation

Transportation Planning and Technology

Volumn 27, Issue 6, 2004, Pages 449-467

  Celik, H Murat ^a  

^a IZMIR INSTITUTE OF TECHNOLOGY   (Turkey)

Author keywords

Artificial neural networks; Commodity flows; Freight transportation; Spatial interaction models

Indexed keywords

CALIBRATION; FORECASTING; NEURAL NETWORKS; SUSTAINABLE DEVELOPMENT;

BOX-COX SPATIAL INTERACTION MODEL; FREIGHT DISTRIBUTION; INTERREGIONAL COMMODITY FLOWS;

FREIGHT TRANSPORTATION;

ARTIFICIAL NEURAL NETWORK; COMMODITY MARKET; FREIGHT TRANSPORT; PLANNING METHOD; TRANSPORTATION PLANNING;

EID: 12244309559     PISSN: 03081060     EISSN: None     Source Type: Journal    
DOI: 10.1080/0308106042000293499     Document Type: Article

References (10)

1. Dougherty, M. (1995) 'A review of neural networks applied to transport', Transportation Research Part C 3(4), 247-260.
2. Mozolin, M., Thill, J.C. and Usery, E.L. (2002) 'Trip distribution forecasting with multilayer perceptron neural networks: a critical evaluation', Transportation Research Part B 34, 53-73.
3. Celik, H.M. (2004) 'Modeling freight distribution using artificial neural networks', Transport Geography 12, 141-148.
4. Black, W.R. (1995) 'Spatial interaction modeling using artificial neural networks', Transport Geography 3(3), 155-166.
5. Fischer, M. and Gopal, S. (1994) 'Artificial neural networks: a new approach to modeling interregional telecommunication flows', Journal of Regional Science 34(4), 503-527.
6. Fotheringham, A.S. and O'Kelly, M.E. (1989) Spatial Interaction Models: Formulation and Applications (Kluwer Academic Publishers, Dordrecht/Boston/London).
7. Celik, H.M. and Guldmann, J.M. (2002) 'Spatial interaction modeling of interregional commodity flows', Paper presented at the 42nd European Congress of the Regional Science Association, Dortmund, Germany.
8. Munakata, T. (1998) Fundamentals of the New Artificial Intelligence: Beyond Traditional Paradigms (Springer, New York).
9. Hagan, M.T., Demuth, H.B. and Beale, M.H. (1996) Neural Network Design (Plus Publishing Co., Boston, MA).
10. Fischer, M., Reismann, M. and Schindler, K.H. (2003) 'Neural network modeling of constrained spatial interaction flows: design, estimation and performance issues', Journal of Regional Science 43(1), 35-61.