Integrating LIDAR elevation data, multi-spectral imagery and neural network modelling for marsh characterization

International Journal of Remote Sensing

Volumn 26, Issue 23, 2005, Pages 5221-5234

  Morris, James T ^a,b   Porter, Dwayne ^a,b   Neet, Matt ^b   Noble, Peter A ^c   Schmidt, Laura ^b   Lapine, Lewis A ^d   Jensen, John R ^a,b  

^a UNIVERSITY OF SOUTH CAROLINA   (United States)

^b UNIVERSITY OF SOUTH CAROLINA   (United States)

^c University of Washington   (United States)

^d NONE

Author keywords

[No Author keywords available]

Indexed keywords

DATA ACQUISITION; DIGITAL SIGNAL PROCESSING; MULTISPECTRAL SCANNERS; NEURAL NETWORKS; OPTICAL RADAR;

MARSH CHARACTERIZATION; MULTI-SPECTRAL IMAGERY; THEMATIC MAP;

SENSOR DATA FUSION;

ARTIFICIAL INTELLIGENCE; DIGITAL ELEVATION MODEL; IMAGERY; LIDAR; MARSH; MODELING;

NORTH AMERICA; NORTH INLET; SOUTH CAROLINA; UNITED STATES;

JUNCUS; JUNCUS ROEMERIANUS; SPARTINA; SPARTINA ALTERNIFLORA;

EID: 33745081602     PISSN: 01431161     EISSN: 13665901     Source Type: Journal    
DOI: 10.1080/01431160500219018     Document Type: Article

References (24)

1. Bishop, C. M.(1995) Neural networks for pattern recognition. Oxford: Oxford University Press.
2. Bruno, J. F. and Bertness, M. D.(2001) Habitat modification and facilitation in benthic marine communities. In Marine Community Ecology,. (pp. pp. 201-218). Sunderland Massachusetts: Sinauer. In
3. Childers, D. L. and Sklar, F. H. and Drake, B. and Jordan, T. (1993) Seasonal measurements of sediment elevation in three mid-Atlantic estuaries. Journal of Coastal Research, 9, pp. pp. 986-1003.
4. Finley, R. J.(1975) Hydrodynamics and tidal deltas of North Inlet, South Carolina. In Estuarine Research,. (pp. pp. 277-291). Academic Press. In
5. Gardner, L. R. and Porter, D. E. (2001) Stratigraphy and geologic history of a southeastern salt marsh basin, North Inlet, South Carolina, USA. Wetlands Ecology and Management, 9, pp. pp. 371-385.
6. Hagen, M. T. and Demuth, H. B. and Beale, M.(1996) Neural network design. PWS Pub. Co.
7. Jensen, J. R.(2004) Introductory Digital Image Processing: A Remote Sensing Perspective,. Upper Saddle River NJ: Pearson Prentice Hall. 3rd edn
8. Jensen, J. R. and Porter, D. E. and Coombs, C. and Jones, B. and White, D. and Schill, S. (1998) Extraction of smooth cordgrass (Spartina alterniflora) biomass and leaf area index parameters from high resolution imagery. Geocarto International, 13, pp. pp. 25-34.
9. Krone, R. B.(1985) Simulation of marsh growth under rising sea levels. In Hydraulics and hydrology in the small computer age,. (pp. pp. 106-115). Reston Virginia: Hydraulics Division, ASCE. In
10. Lapine, L. A.(2001) Baruch Institute Tidal Studies, Georgetown, SC GPS Height Modernization 2001,. Columbia SC S.C. Geodetic Survey GPS Project Report
11. Leonard, L. A. and Luther, M. E. (1995) Flow dynamics in tidal marsh canopies. Limnology and Oceanography, 40, pp. pp. 1474-1484.
12. Mckee, K. L. and Patrick, W. H., Jr. (1988) The relationship of smooth cordgrass (Spartina alterniflora) to tidal datums: A review. Estuaries, 11, pp. pp. 143-151.
13. Mendelssohn, I. A. and Morris, J. T.(2000) Ecophysiological controls on the growth of Spartina alterniflora. In Concepts and Controversies in Tidal Marsh Ecology,. (pp. pp. 59-80). Dordrecht: Kluwer Academic Publishers. In
14. Morris, J. T. (1995) The salt and water balance of intertidal sediments: results from North Inlet, South Carolina. Estuaries, 18, pp. pp. 556-567.
15. Morris, J. T.(2000) Effects of sea level anomalies on estuarine processes. In Estuarine Science: A Synthetic Approach to Research and Practice,. (pp. pp. 107-127). Washington D.C.: Island Press. In
16. Morris, J. T. and Sundareshwar, P. V. and Nietch, C. T. and Kjerfve, B. and Cahoon, D. R. (2002) Responses of coastal wetlands to rising sea level. Ecology, 83, pp. pp. 2869-2877.
17. Nummedal, D. and Humphries, S. M.(1978) Hydraulics and dynamics of North Inlet, South Carolina, 1975-76. GITI Report 16 (Coastal Engineering Research Center, Fort Belvoir, VA: Department of the Army Corps of Engineers; and Vicksburg, MS: US Army Engineer Waterways Experiment Station)
18. Pennings, S. C. and Bertness, M. D.(2001) Salt marsh communities. In Marine Community Ecology,. (pp. pp. 289-316). Sunderland Massachusetts: Sinauer. In
19. Principe, J. C. and Euliano, N. R. and Lefebvre, W. C.(2000) Neural and adaptive systems: Fundamentals through simulations. Wiley and Sons.
20. Redfield, A. C. (1965) Ontogeny of a salt marsh estuary. Science, 147, pp. pp. 50-55.
21. Redfield, A. C. (1972) Development of a New England salt marsh. Ecological Monographs, 42, pp. pp. 201-237.
22. Reed, D. J. (1995) The response of coastal marshes to sea-level rise: survival or submergence? Earth Surface Processes and Landforms, 20, pp. pp. 39-38.
23. Reed, R. D. and Marks, R. J.(1999) Neural smithing: Supervised learning in feedforward artificial neural networks. Boston MA: Massachusetts Institute of Technology.
24. Stevenson, J. C. and Ward, L. G. and Kearney, M. S.(1986) Vertical accretion in marshes with varying rates of sea-level rise. In Estuarine Variability,. (pp. pp. 241-259). New York: Academic Press. In