USE OF NEURAL NETWORKS IN DESIGN OF COASTAL SEWAGE SYSTEMS

Journal of Hydraulic Engineering

Volumn 124, Issue 5, 1998, Pages 457-464

  Sanchez, Luis ^a   Arroyo, Valentin ^a   Garcia, Julio ^a   Koev, Kalin ^b   Revilla, Jose ^a  

^a UNIVERSITY OF CANTABRIA   (Spain)

^b Confederación HidrogrAfica Del Norte ^*  (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

SEWAGE; WATER CONSERVATION; WATER MANAGEMENT;

BATHING WATER; COLIFORM CONCENTRATIONS; COMPLEX MODEL; COMPUTING COST; CONCENTRATION LIMITS; FECAL COLIFORM; NEURAL-NETWORKS; OVERFLOW POINT; PROBABILISTICS; SEWAGE SYSTEM;

ENVIRONMENTAL REGULATIONS;

EID: 0032073145     PISSN: 07339429     EISSN: 19437900     Source Type: Journal    
DOI: 10.1061/(ASCE)0733-9429(1998)124:5(457)     Document Type: Article

References (31)

1. Carpenter, G., and Grossberg, S. (1988). "The ART of adaptive pattern recognition by a self-organizing neural network." Computer, 21(3), 77-88.
2. Council of European Communities (CEC). (1975). "Council directive 8 December 1975 concerning the quality of bathing water." 76/160IEEC. Official Journal of the European Communities, 1131, 1-7.
3. Freeman, J. A., and Skapura. D. M. (1991). Neural networks. Algorithms. applications, and programming techniques. Addison Wesley Publishing Co., Reading, Mass.
4. Gill, P. E., Murray, w., and Wright, M. H. (1981). Practical optimization. Academic Press, San Diego, Calif.
5. Goldberg, D. (1989). Genetic algorithms in search, optimization and machine learning. Addison Wesley Publishing Co., Reading, Mass.
6. Hancock, P., and Smith, L. (1991). "Gannet: Genetic design of a neural network for face recognition." Proc. Parallel Problem Solving from Nature, H. P. Schuefel and R. Mlinner, eds., Springer Verlag, Heidelberg, 292-296.
7. Harp, S. A., and Samad, T. (1991). "Genetic synthesis of neural network architecture." Handbook of Genetic Algorithms, Van Nostrand Reinhold, New York, N.Y., 202-221.
8. Head, P. C., et al. (1992). "Bathing in the rain. The use of mathematical models for storm management to achieve bathing water quality (the Flyde Coast, North West Ingland)." Waste Water Management in Coastal Areas Conf., MontpelIier.
9. Hertz. J. Krogh. A. and Palmer, R. G. (1991). Introduction to the theory ofneural computation. Addison Wesley Publishing Co. Reading. Mass.
10. Holland, J. (1975). Adaptation in natural and artificial systems. University of Michigan Press, Ann Arbor, Mich.
11. Hopfield. J. (1982). "Neural networks and physical systems with emergent collective computational abilities." Proc. National Academy of Science, 79, 2554-2558.
12. Klassen. M., Pao, Y. H., and Chen, V. (1988). "Characteristics of the functional link net: a higher order delta rule net." IEEE International Conference on Neural Networks, 507-513.
13. Kohonen, T. (1984). Self-organization and associative memory. Springer Series in Information Sciences. Vol. 8, Springer-Verlag, New York, N.Y.
14. Larsen, T. (1991). "Debate on uncertainty in estimating bathing water quality." Int. Specialized Conf. on Marine Disposal Systems. IAWPRC, Lisbon, Ponugal.
15. Leonard, J., and Kramer, M. A. (1990). "Improvement of the back-propagation algorithm for training neural networks." Compo Chem. Eng., Vol. 14, 337-341.
16. Maniezzo, V. (1994). "Genetic evolution of the topology and weight distribution of neural networks." IEEE Trans. on Neural Networks, 5(1), 39-53.
17. McCulloch, W. S., and Pitts, W. (1943). "A logical calculus of the ideas imminent in nervous activity." Bulletin ofMathematical Biophysics, 5, 115-133.
18. Merrill, J., and Port, R. (1991). "Fractally configured neural networks." Neural Networks, 4, 53-60.
19. Miller, G., Toddy, P., and Hedge, S. (1991). "Designing neural networks." Neural Networks, 4, 53-60.
20. Minsky, M., and Papert, S. (1969). Perceptrons. MIT Press, Cambridge, Mass.
21. Nikolov, K., Revilla, J. A., Alvarez, C., and Lucefto, A. (1994). "A design methodology for combined sewer system elements with overflows in coastal zones." J. Coastal Res., 3-10, Fort Lauderdale, Fla., 531-538.
22. Pao, Y. H. (1989). Adaptive pattern recognition and neural networks. Addison Wesley Publishing Co., Reading, Mass.
23. Parisi, D., Cecconi, F., and Nolfi, S. (1990). "Econets: neural networks that learn in an environment." Network, I, 149-168.
24. Press, W. H., Flannery, B. B., Teulosky, S. A., and Vetterling, W. T. (1988). Numerical recipes. Cambridge University Press, London.
25. Psichogios, D. C., and Ungar, L. H. (1994). "SVD-NET: An algorithm that automatically selects network structure." IEEE Trans. on Neural Networks, 5(3), 513-515.
26. Revilla, et al. (1995). "Methods for studying dissolved oxygen levels in coastal and estuarine waters receiving combined sewer overflows." Wat. Science. Tech., 32(2), 95-103.
27. Rumelhart, D., and McClelland, J., eds. (1986). "Parallel distributed processing: explorations into the microstructure of cognition- Volume 1: foundations." MIT Press, Cambridge, Mass.
28. Sanchez, L. E. (1996). "Aplicacién de Redes Neuronales con Enlace Funcional Optimizado Genticamente al Disefto de Redes de Saneamiento," PhD thesis, University of Cantabria.
29. Schaffer, J. D., Whitley, D., and Eshelman, L. J. (1992). "Combinations of genetic algorithms and neural networks: A survey of the state of the art." COGANN-92, Proc. Int. Wks. on Combinations of Genetic Algorithms and Neural Networks, 1-37.
30. Vassiliadis, C. A. (1990). "Neural networks-Twelve learning algorithms." 1Wenty Second Southeastern Symposium on System Theory, IEEE Comput. Soc. Press, Los Alamitos, Calif., 449-454.
31. Whitley, D., and Hanson, T. (1989). "Optimizing neural networks using faster, more accurate genetic search." Proc., Third Int. Conf. on Genetic Algorithms and their Applications, J. D. Schaffer, ed., Morgan Kaufmann Publishers Inc., San Mateo, Calif., 391-396.