Non-linear principal component analysis of nearshore bathymetry

Marine Geology

Volumn 203, Issue 1-2, 2004, Pages 185-197

  Ruessink, B G ^a   Van Enckevort, I M J ^a   Kuriyama, Y ^b  

^a UTRECHT UNIVERSITY   (Netherlands)

^b PORT AND AIRPORT RESEARCH INSTITUTE   (Japan)

Author keywords

Bathymetry; Nearshore; Neural networks; Principal component analysis; Sandbars

Indexed keywords

APPROXIMATION THEORY; BATHYMETRY; DATA REDUCTION; DATA STRUCTURES; NONLINEAR SYSTEMS; PRINCIPAL COMPONENT ANALYSIS;

DATASETS;

MARINE ENGINEERING;

ARTIFICIAL NEURAL NETWORK; BATHYMETRY; COASTAL MORPHOLOGY; NEARSHORE DYNAMICS; NEARSHORE ENVIRONMENT; PRINCIPAL COMPONENT ANALYSIS; SANDBAR;

EID: 0842328004     PISSN: 00253227     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0025-3227(03)00334-7     Document Type: Article

References (44)

1. Birkemeier, W.A., 1984. Time scales of nearshore profile changes. Proc. 19th Int. Conf. on Coastal Engineering. ASCE, New York, pp. 1507-1521.
2. Birkemeier W.A., Holland K.T. The Corps of Engineers' Field Research Facility: more than two decades of coastal research. Shore Beach. 69:2001;3-12.
3. Birkemeier W.A., Mason C. The CRAB: A unique nearshore surveying vehicle. J. Surv. Eng. 110:1984;1-7.
4. Bosma, K.F., Dalrymple, R.A., 1996. Beach profile analysis around Indian River Inlet, Delaware, U.S.A. Proc. 25th Int. Conf. on Coastal Engineering. ASCE, New York, pp. 2829-2842.
5. Dommenget D., Latif M. A cautionary note on the interpretation of EOFs. J. Clim. 15:2002;216-225.
6. Gardner M.W., Dorling S.R. Artificial neural networks (the multilayer perceptron) - a review of applications in the atmospheric sciences. Atmos. Environ. 32:1998;2627-2636.
7. Hamilton, K., Hsieh, W.W., 2002. Representation of the QBO in the tropical stratospheric wind by nonlinear principal component analysis. J. Geophys. Res. 107, DOI: 10.1029/2001JD001250 .
8. Haykin, S., 1999. Neural Networks: A Comprehensive Foundation, 2nd edn. Prentice-Hall, Englewood Cliffs, NJ.
9. Hinton, C., Nicholls, R.J., 1998. Spatial and temporal behaviour of depth of closure along the Holland coast. Proc. 26th Int. Conf. on Coastal Eng. ASCE, New York, pp. 2913-2925.
10. Horel J.D. A rotated principal component analysis of the interannual variability of the Northern Hemisphere 500 mb height field. Mon. Weather Rev. 109:1981;2080-2092.
11. Horel J.D. Complex principal component analysis: theory and examples. J. Clim. Appl. Meteorol. 23:1984;1660-1673.
12. Hsieh W.W. Nonlinear principal component analysis by neural networks. Tellus. 53A:2001;599-615.
13. Hsieh W.W., Tang B. Applying neural network models to prediction and data analysis in meteorology and oceanography. Bull. Am. Meteorol. Soc. 79:1998;1855-1870.
14. Hsieh, W.W., Wu, A., 2002. Nonlinear multichannel singular spectrum analysis of the tropical Pacific climate variability using a neural network approach. J. Geophys. Res. 107, DOI: 10.1029/2001JC000957 .
15. Katoh K. Hazaki Oceanographical Research Station (HORS). Mar. Technol. Soc. J. 31:1998;49-56.
16. Katoh, K., Yanagishima, S., 1995. Changes of sand grain distribution in the surf zone. Proc. Coastal Dynamics'95. ASCE, New York, pp. 639-650.
17. Kirby M.J., Miranda R. Circular nodes in neural networks. Neural Comp. 8:1996;390-402.
18. Kramer M.A. Nonlinear principal component analysis using autoassociative neural networks. AIChE J. 37:1991;233-243.
19. Kroon, A., 1994. Sediment transport and morphodynamics of the beach and nearshore zone near Egmond, the Netherlands. Ph.D. thesis, Department of Physical Geography, Utrecht University, Utrecht, The Netherlands.
20. Kuriyama, Y., 2002. Medium-term bar behavior and associated sediment transport at Hasaki, Japan. J. Geophys. Res. 107, DOI: 10.1029/2001JC000899 .
21. Kuriyama, Y., Lee, J.H., 2001. Medium-term beach profile change on a bar-trough region at Hasaki, Japan, investigated with complex principal component analysis. Proc. Coastal Dynamics'01. ASCE, New York.
22. Lee G., Nicholls R.J., Birkemeier W.A. Storm-driven variability of the beach-nearshore profile at Duck, North Carolina, USA, 1981-1991. Mar. Geol. 148:1998;163-177.
23. Liang, G., Seymour, R.J., 1991. Complex principal component analysis of wave-like sand motions. Proc. Coastal Sediments'91. ASCE, New York, pp. 2175-2186.
24. Liang, G., White, T.E., Seymour, R.J., 1992. Complex principal component analysis of seasonal variation in nearshore bathymetry. Proc. 23rd Int. Conf. on Coastal Engineering. ASCE, New York, pp. 2242-2250.
25. Malthouse E.C. Limitations of nonlinear PCA as performed with generic neural networks. IEEE Trans. Neural Networks. 9:1998;165-173.
26. Monahan A.H. Nonlinear principal component analysis by neural networks: theory and application to the Lorenz system. J. Clim. 13:2000;821-835.
27. Monahan A.H., Fyfe J.C., Pandolfo L. The vertical structure of wintertime climate regimes of the Northern Hemisphere extratropical atmosphere. J. Clim. 16:2003;2005-2021.
28. Monahan A.H., Pandolfo L., Fyfe J.C. The preferred structure of variability of the Northern Hemisphere atmospheric circulation. Geophys. Res. Lett. 28:2001;1019-1022.
29. Plant N.G., Holman R.A., Freilich M.H., Birkemeier W.A. A simple model for interannual sandbar behavior. J. Geophys. Res. 104:1999;15755-15776.
30. Ruessink B.G., Kroon A. The behaviour of a multiple bar system in the nearshore zone of Terschelling: 1965-1993. Mar. Geol. 121:1994;187-197.
31. Ruessink B.G., Van Enckevort I.M.J., Kingston K.S., Davidson M.A. Analysis of observed two- and three-dimensional nearshore bar behaviour. Mar. Geol. 169:2000;161-183.
32. Ruessink, B.G., Wijnberg, K.M., Holman, R.A., Kuriyama, Y., Van Enckevort, I.M.J., 2003. Intersite comparison of interannual nearshore bar behavior. J. Geophys. Res. 108, DOI: 10.1029/2002JC001505 .
33. Shand R.D., Bailey D.G. A review of net offshore bar migration with photographic illustrations from Wanganui, New Zealand. J. Coast. Res. 15:1999;365-378.
34. Shand R.D., Bailey D.G., Shephard M.J. An inter-site comparison of net offshore bar migration characteristics and environmental conditions. J. Coast. Res. 15:1999;750-765.
35. Thornton E.B., Guza R.T. Energy saturation and phase speeds measured on a natural beach. J. Geophys. Res. 87:1982;9499-9508.
36. Van Enckevort I.M.J., Ruessink B.G. Video observations of nearshore bar behaviour. Part 2: alongshore non-uniform variability. Cont. Shelf Res. 23:2003;513-532.
37. Van Rijn, L.C., Ruessink, B.G., Mulder, J.P.M., 2002. Coast3D - Egmond. The Behaviour of a Straight Sandy Coast on the Time Scale of Storms and Seasons. AQUA Publications, Amsterdam.
38. Vincent L., Dolan R., Hayden B., Resio D. Systematic variations in barrier-island topography. J. Geol. 84:1976;583-594.
39. Von Storch, H., Zwiers, F.W., 1999. Statistical Analysis in Climate Research. Cambridge University Press, Cambridge.
40. Weigend A.S., Huberman B.A., Rumelhart D.E. Predicting the future: a connectionist approach. Int. J. Neural Syst. 1:1990;193-209.
41. Weishar L.L., Wood W.L. An evaluation of offshore and beach changes on a tideless coast. J. Sediment. Petrol. 53:1983;847-858.
42. Wijnberg K.M., Terwindt J.H.J. Extracting decadal morphological behaviour from high-resolution, long-term bathymetric surveys along the Holland coast using eigenfunction analysis. Mar. Geol. 126:1995;301-330.
43. Winant C.D., Inman D.L., Nordstrom C.E. Description of seasonal beach changes using empirical eigenfunctions. J. Geophys. Res. 80:1975;1979-1986.
44. Zarillo G.A., Liu J.T. Resolving bathymetric components of the upper shoreface on a wave-dominated coast. Mar. Geol. 82:1988;169-186.