A comparison of spatially explicit and classic regression modelling of live coral cover using hyperspectral remote-sensing data in the Al Wajh lagoon, Red Sea

International Journal of Geographical Information Science

Volumn 26, Issue 11, 2012, Pages 2161-2175

  Hamylton, S ^a,b  

^a UNIVERSITY OF CAMBRIDGE   (United Kingdom)

^b UNIVERSITY OF WOLLONGONG   (Australia)

Author keywords

live coral cover; Saudi Arabia; spatial autocorrelation; spatial autoregression; spatial regression

Indexed keywords

AUTOCORRELATION; CORAL; LEAST SQUARES METHOD; MARINE PARK; NUMERICAL MODEL; REGRESSION ANALYSIS; REMOTE SENSING; SPATIAL ANALYSIS; SPATIAL DISTRIBUTION;

AL WAJH; INDIAN OCEAN; RED SEA [INDIAN OCEAN]; SAUDI ARABIA; TABUK [SAUDI ARABIA];

ANTHOZOA;

EID: 84869422224     PISSN: 13658816     EISSN: 13623087     Source Type: Journal    
DOI: 10.1080/13658816.2012.683195     Document Type: Article

References (54)

1. Almany, G.R. 2009. Connectivity, biodiversity conservation and the design of marine reserve networks for coral reefs. Coral Reefs, 28: 339-351.
2. TM 0.9 user's guide, Urbana, IL: Centre for Spatially Integrated Science.
3. Anselin, L. and Bera, A. 1998. "Spatial dependence in linear regression models with an introduction to spatial econometrics". In Handbook of applied economic statistics, Edited by: Ullah, A. and Giles, D.E. New York: Marcel Dekker Press.
4. Aronson, R.B. and Precht, W.F. 1995. Landscape patterns of reef coral diversity: a test of the intermediate disturbance hypothesis. Journal of Experimental Biology and Ecology, 192: 1-14.
5. Benfield, S.L. 2007. Mapping the distribution of coral reefs and associated sublittoral habitats in Pacific Panama: a comparison of optical satellite sensors and classification methodologies. International Journal of Remote Sensing, 28: 5047-5070.
6. Birkeland, C. 1996. Life and death of coral reefs, New York: Chapman and Hall.
7. Brando, V.E. 2009. A physics based retrieval of quality assessment of bathymetry from suboptimal hyperspectral data. Remote Sensing of Environment, 113: 755-700.
8. Chorley, R.J.E. 1972. Spatial analysis in geomorphology, London: Methuen Press.
9. Cliff, A.D. and Ord, J.K. 1981. Spatial processes: models & applications, London: Pion.
10. Cooley, T. 2002. "FLAASH, a MODTRAN-4 based atmospheric correction algorithm, its application and validation". In Proceedings of the geoscience and remote sensing symposium, 2002, Edited by: LeDrew, E. Vol. 3, 1414-1418. New York, Toronto, Canada: Institute of Electrical and Electronics Engineers.
11. Côté, I.M. and Reynolds, J.D. 2006. Coral reef conservation, Cambridge University Press.
12. Datentechnik, GmbH. 2004. Ramses Hyperspectral Radiometer Manual Release 1.0 27
13. De Vantier, L. 2000. Final report on the study on coastal marine habitats and biological inventories in the northern part of the Red Sea coast in the Kingdom of Saudi Arabia. Report to the National Commission for Wildlife Conservation and Development, Riyadh, Saudi Arabia, Tokyo: Japan International Cooperation Agency.
14. Done, T. 2011. "Corals: environmental controls on growth". In Encyclopedia of modern coral reefs, Edited by: Hopley, D. 281Dordrecht, The Netherlands: Springer.
15. Ekebom, J., Laihonen, P. and Suominen, T. 2003. A GIS-based step-wise procedure for assessing physical exposure in fragmented archipelagos. Estuarine, Coastal and Shelf Science, 57: 887-898.
16. Fortin, M.-J. and Dale, M.R.T. 2005. Spatial analysis: a guide for ecologists, Cambridge University Press.
17. Garza-Perez, J.R., Lehmann, A. and Arias-Gonzalez, J.E. 2004. Spatial prediction of coral reef habitats: integrating ecology with spatial modelling and remote sensing. Marine Ecology Progress Series, 269: 141-152.
18. Goodman, J., Lee, Z.P. and Ustin, S. 2008. Influence of atmospheric and sea-surface corrections on retrieval of bottom depth and reflectance using a semi-analytical model: a case study in Kaneohe Bay, Hawaii. Applied Optics, 47: 1-11.
19. Goodman, J. and Ustin, S.L. 2007. Classification of benthic composition in a coral reef environment using spectral unmixing. Journal of Applied Remote Sensing, 1: 11-501.
20. Gordon, H.R. 1994. "Modeling and simulating radiative transfer in the ocean. Chapter 1". In Ocean optics, Edited by: Spinrad, R.W., Carder, K.L. and Perry, M.J. Oxford University Press.
21. Goreau, T.F. 1959. The ecology of Jamaican coral reefs. I. Species composition and zonation. Ecology, 40: 67-90.
22. Haining, R. 2003. Spatial data analysis: theory and practice, Cambridge University Press.
23. Hamylton, S. 2011a. Estimating the coverage of coral reef benthic communities in the Al Wajh, Red Sea from airborne hyperspectral remote sensing data: multiple discriminant function analysis and linear spectral unmixing. International Journal of Remote Sensing, 32: 9673-9690.
24. Hamylton, S. 2011b. The use of remote sensing and linear wave theory to model local wave energy around Alphonse Atoll, Seychelles. Estuarine, Coastal and Shelf Science, 95: 349-358.
25. Hamylton, S. 2011c. "The Al Wajh Bank reef system, Saudi Arabia, Red Sea, pp. 28-37". In 2009 Atlas of Seafloor Geomorphology as Habitat, Edited by: Harris, P. and Baker, E. 600Chatswood: Elsevier.
26. Harborne, A.R. 2006. Modeling the beta diversity of coral reefs. Ecology, 87: 2871-2881.
27. Hayward, A.B. 1982. Coral reefs in a classic sedimentary environment: fossil (Miocene, SW Turkey) and modern (Recent, Red Sea) analogues. Coral Reefs, 1: 109-114.
28. Hedley, J., Roelfsema, C. and Phinn, S.R. 2009. Efficient radiative transfer model inversion for remote sensing applications. Remote Sensing of Environment, 113: 2527-2532.
29. Jenness, J. 2006. Radiating lines and points (rad_lines.avx) extension for ArcView 3.x, v. 1.1, Flagstaff, AZ: Jenness Enterprises.
30. Johannes, R.E., Coles, S.L. and Kuenzel, N.T. 1970. The role of zooplankton in the nutrition of some scleractinian corals. Limnology and Oceanography, 15: 579-586.
31. Karpouzli, E., Malthus, T.J.M. and Place, C.J. 2004. Hyperspectral discrimination of coral reef benthic communities in the western Caribbean. Coral Reefs, 24: 124-134.
32. Kleypas, J.A. 1999. Geochemical consequences of increased atmospheric carbon dioxide on coral reefs. Science, 284: 118-120.
33. Klonowski, W.M., Fearns, C.S. and Lynch, M.J. 2007. Retrieving key benthic cover types and bathymetry from hyperspectral imagery. Journal of Applied Remote Sensing, 1: 11-50.
34. Kohler, K.E. and Gill, S.M. 2006. Coral Point Count with Excel extensions (CPCe): a Visual Basic program for the determination of coral and substrate coverage using random point count methodology. Computers and Geosciences, 32: 1259-1269.
35. Komar, P.D. 1976. Beach processes and sedimentation, Upper Saddle River, NJ: Prentice-Hall.
36. Kruse, F.A. 1993. The Spectral Image Processing System (SIPS)-interactive visualization and analysis of imaging spectrometer data. Remote Sensing of Environment, 44: 145-163.
37. LeDrew, E.F. 2004. A spatial statistical operator applied to multidate satellite imagery for identification of coral reef stress. Remote Sensing of Environment, 91: 271-279.
38. Lee, Z. 1998. Hyperspectral remote sensing for shallow waters. 1. A semi-analytical model. Applied Optics, 37: 6329-6338.
39. Lee, Z. 1999. Hyperspectral remote sensing for shallow waters. 2. Deriving bottom depths and water properties by optimization. Applied Optics, 38: 3831-3843.
40. Massel, S.R. 1996. Ocean surface waves: their physics and prediction, Singapore and London: World Scientific.
41. Ord, J.K. 1975. Estimation methods for models of spatial interaction. Journal of American Statistical Association, 70: 120-126.
42. Phinn, S.R., Neil, D.T. and Joyce, K.E. 2000. "Coral reefs: a multi-scale approach to monitoring their composition and dynamics". In International Committee on Remote Sensing of Environment, ed., 30th international symposium on remote sensing of environment, 2672-2674. Honolulu Sheraton, Hawai'i: International Centre for Remote Sensing of Environment.
43. Purkis, S.J. 2007. The statistics of natural shapes in modern coral reef landscapes. Journal of Geology, 115: 493-508.
44. Rinkevich, B. and Loya, Y. 1979. The reproduction of the Red Sea coral Stylophora pistillata. 1. Gonads and planulae. Marine Ecology Progress Series, 1: 133-144.
45. Roberts, C. 2003. Ecological criteria for evaluating candidate sites for marine reserves. Ecological Applications, 13: 199-S214.
46. Rogers, C.S. 1990. Responses of coral reefs and reef organisms to sedimentation. Marine Ecology Progress Series, 62: 185-202.
47. Savitzky, A. and Golay, M.J.E. 1964. Smoothing and differentiation of data by simplified least squares procedures. Analytical Chemistry, 36: 1627-1639.
48. Schott, J.R. 2007. Remote sensing: the image chain approach, 2nd, Oxford University Press.
49. Shaked, Y. and Genin, A. 2011. "Red Sea and Gulf of Aqaba". In Encyclopedia of modern coral reefs, Edited by: Hopley, D. 839Dordrecht, The Netherlands: Springer.
50. Sheppard, C.R.C., Price, A. and Roberts, C. 1992. Marine ecology of the Arabian region: patterns and processes in extreme tropical environments, London: Academic Press.
51. Smirnov, O. and Anselin, L. 2001. Fast maximum likelihood estimation of very large spatial autoregressive models: a characteristic polynomial approach. Computational Statistics and Data Analysis, 35: 301-319.
52. Sobel, J. and Dahlgren, C. 2004. Marine reserves: a guide to science, design and use, Washington, DC: Island Press.
53. Navy, US. 1995. US Navy marine climatic atlas of the world. Volume III: Indian Ocean, Washington, DC: Direction of the Chief of Naval Operations, US Government Printing Office.
54. Wettle, M. and Brando, V.E. 2006. SAMBUCA-Semi-Analytical model for Bathymetry, Unmixing and Concentration assessment, Melbourne: CSIRO, CSIRO Land and Water Science Report No. 22/06.