Neural networks based simulation of significant wave height

Proceedings of the International Conference on Offshore Mechanics and Arctic Engineering - OMAE

Volumn 4, Issue , 2007, Pages 401-409

  Bazargan, H ^a   Aminzadeh Gohari, A ^b   Bahai, H ^c   Bazargan, A ^a  

^a SHAHID BAHONAR UNIVERSITY OF KERMAN   (Iran)

^b UNIVERSITY OF CALIFORNIA   (United States)

^c BRUNEL UNIVERSITY   (United Kingdom)

Author keywords

Artificial neural networks; Forecasting; Hepta parameter spline distribution; Significant wave height; Simulated annealing; Simulation

Indexed keywords

HEPTA-PARAMETER SPLINE DISTRIBUTION; OCEAN ACTIVITIES; SIGNIFICANT WAVE HEIGHT; SPLINE DISTRIBUTION;

FORECASTING; OCEAN ENGINEERING; PROBABILITY DENSITY FUNCTION; PROBABILITY DISTRIBUTIONS; RANDOM VARIABLES; SIMULATED ANNEALING;

NEURAL NETWORKS;

EID: 37249053253     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1115/OMAE2007-29171     Document Type: Conference Paper

References (26)

1. Mase, H., Sakamoto, M. and Sakai, T., 1995, "Neural Network for Stability Analysis of Rubble-mound Breakwaters," J. Waterway, Port, Coastal and Ocean Engineering., ASCE, 121(6), pp. 294-299.
2. van Gent, M. R. A., and van den Boogaard, H. F. P., 1998, "Neural Network and Numerical Modelling of Forces on Vertical Structures," Proc. Int. Conf. on Coastal Engineering (ICCE '98), B. L. Edge, ed., ASCE, V.2, pp. 2097-2109.
3. th Int. Conf. on Coastal and Ocean Engineering, (ICCE '98), ASCE, pp. 1068-1081.
4. th Int. Conf. on Coastal Engineering., ASCE, V.4, pp. 3048-3061.
5. Tsai, C. P., and Lee, T. L., 1999, "Back-Propagation Neural Network in Tidal-Level Forecasting," J. Waterway, Port, Coastal and Ocean Engineering, ASCE, 125(4), pp. 195-202.
6. Roske, F., 1997, "Sea Level Forecasts Using Neural Networks," German J. of Hydrography, 49(1), pp. 71-99.
7. Babovic, V., 1999, Subsymbolic Process Description and Forecasting Using Neural Networks, Proc. of the Int. Workshop: Numercial Modeling of Hydrodynamic Systems, (eds. P. Garcia-Navarro and E. Playan), pp. 57-79.
8. Thirumalaiah, K., and Deo, M. C., 1998, "River Stage Forecasting Using Artificial Neural Networks," J. Hydrologic Engineering., ASCE, 3(1), pp. 26-32.
9. Thirumalaiah, K., and Deo, M. C., 2000, "Hydrological Forecasting Using Neural Networks," J. Hydro. Eng., ASCE, 5(2), pp. 80-189.
10. Deo, M. C., Jha, A., Chaphekar, A. S., and Ravikant, K., 2001, "Neural Networks for Wave Forecasting," Ocean Engng., 28, 889-898.
11. Lee, T. L. & Jeng, D. -S., 2002, "Artificial Neural Networks for Tide Forecasting," Ocean Engineering, 29(9), 1003-1022.
12. Agrawal, J. D., and Deo, M. C., 2002, "On-line Wave Prediction," Marine Structures, 15, pp. 57-74.
13. Makarynskyy, O., Pires-Silva, A. A, Makarynska, D., & Ventura-Soares, C., 2002, "Artificial Neural Networks in the forecasting of wave Parameter," The 7th Int. Workshop on Wave Hindcasting & Forecasting , Banff, Alberta Canada, Oct 21-25 2002, pp. 514 -522, available from www.waveworkshop.org/7thwaves/paper/makaryriskyy_etal.pdf
14. Makarynskyy, O., 2005, "Artificial neural networks for wave tracking, retrieval and prediction," Pacific Oceanography 3(1): 21-30.
15. Bazargan, H., Bahai. H., Aryana, F., 2007, "Simulation of Mean zero-up-crossing wave period using artificial neural networks trained with a simulated annealing algorithm," Jr Mar Sci Tech, 12(1) pp. 22-33.
16. Haykin, S., 1999, Neural Networks: A Comprehensive Foundation, Prentice-Hall, Upper Saddle River, NJ, 842pp.
17. Fausett, L., 1994, Fundamentals of neural networks: architectures, algorithms, and applications, Prentice-Hall, Englewood Cliffs, NJ, 462pp.
18. Metropolis, A., Rosenbluth, A. W., Rosenbluth, M., Teller, A., and Teller, E., 1953, "Equation of State Calculations by Fast Computing Machines," J. of Chem. Physics, 21, pp. 1087-1092.
19. Kirkpatrick, S., Gelatt, C. D., Vecchi, M. P., 1983, "Optimization by Simulated Annealing," Science, 220(4598), pp. 671-680.
20. Dowsland, K. A., 1995, "Simulated Annealing," Chapt. 2 in Reeves, C. R.(ed) Modern Heuristic Techniques for Combinatorial Problems, McGraw-Hill, Berkshire.
21. Moins, S., 2002, "Implementation of a Simulated Annealing Algorithm for MATLAB," A Report to Electronic Systems Dept. of Linköping Institute of Technology, Linköping Sweden, http://www.ep.liu.se/exjobb/isy/ 2002/3339/.
22. Lundy, M., Mees, A., 1986, "Convergence of an Annealing Algorithm," Math. Prog., 34, pp. 111-124.
23. Anderson, C. W., Carter D. J. T., & Cotton, P. D., 2001, "Wave Climate Variability and Impact on offshore Design Extreme," Report prepared for Shell International and the organization of Oil and Gas Producers , available from http://info.ogp.org.uk/metocean/JIPweek/WCEReport_2sided.pdf.
24. Naylor, H. N., Balintfy, J. L., Burdick, D. S., CHU, K., 1968, Computer Simulation Techniques, John Wiley and Sons, NY, Chap. 4.
25. th Int. Conf. on Offshore Mechanics and Arctic Engineering, (OMAE 2005), June 12-16, 2005, Halkidiki, Greece.
26. Bazargan, H., 2006, "Simulation of Sea-states Sequences with Applications to Pile Driving and Extreme Wave Analysis.," PhD dissertation, School of Engineering &Design, Brunei University, London, available from http://hdl.handle.net/2438/379.