Derivation of high-resolution bathymetry from multispectral satellite imagery: A comparison of empirical and optimisation methods through geographical error analysis

Remote Sensing

Volumn 7, Issue 12, 2015, Pages 16257-16273

  Hamylton, Sarah M ^a   Hedley, John D ^b   Beaman, Robin J ^c  

^a UNIVERSITY OF WOLLONGONG   (Australia)

^b Environmental Computer Science Ltd   (United Kingdom)

^c JAMES COOK UNIVERSITY   (Australia)

Author keywords

Coral reef; Great Barrier Reef; Landscape; Lizard Island; Spatial error; Sykes Reef; Water depth; WorldView 2

Indexed keywords

AUTOCORRELATION; BATHYMETRY; ERROR ANALYSIS; ERRORS; GEOGRAPHICAL DISTRIBUTION; REEFS; REGRESSION ANALYSIS;

CORAL REEF; GREAT BARRIER REEF; LANDSCAPE; LIZARD ISLAND; SPATIAL ERRORS; WATER DEPTH; WORLDVIEW-2;

SATELLITE IMAGERY;

EID: 84981557434     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs71215829     Document Type: Article

References (46)

1. Hubbard, D. Reefs as dynamic systems. In Life and Death of Coral Reefs; Birkeland, C., Ed.; Chapman & Hall: New York, NY, USA, 1997; pp. 43-67
2. Kleypas, J.A.; McManus, J.W.; Meñez, L.A. Environmental limits to coral reef development: Where do we draw the line? Am. Zool. 1999, 39, 146-159. [CrossRef]
3. Brown, C.J.; Smith, S.J.; Lawton, P.; Anderson, J.T. Benthic habitat mapping: A review of progress towards improved understanding of the spatial ecology of the seafloor using acoustic techniques. Estuar., Coastal Shelf Sci. 2011, 92, 502-520. [CrossRef]
4. Arias-González, J.E.; Acosta-González, G.; Membrillo, N.; Garza-Pérez, J.R.; Castro-Pérez, J.M. Predicting spatially explicit coral reef fish abundance, richness and Shannon-Weaver index from habitat characteristics. Biodivers. Conserv. 2012, 21, 115-130. [CrossRef]
5. Harborne, A.R.; Mumby, P.J.; Ferrari, R. The effectiveness of different meso-scale rugosity metrics for predicting intra-habitat variation in coral-reef fish assemblages. Environ. Biol. Fish. 2012, 94, 431-442. [CrossRef]
6. Dekker, A.G.; Phinn, S.R.; Anstee, J.; Bissett, P.; Brando, V.E.; Casey, B.; Fearns, P.; Hedley, J.; Klonowski,W.; Lee, Z.P. Intercomparison of shallow water bathymetry, hydro-optics, and benthos mapping techniques in australian and caribbean coastal environments. Limnol. Oceanogr. Meth. 2011, 9, 396-425. [CrossRef]
7. Lyzenga, D.R. Remote sensing of bottom reflectance and water attenuation parameters in shallow water using aircraft and landsat data. Int. J. Remote Sens. 1981, 2, 71-82. [CrossRef]
8. Stumpf, R.P.; Holderied, K.; Sinclair, M. Determination of water depth with high-resolution satellite imagery over variable bottom types. Limnol. Oceanogr. 2003, 48, 547-556. [CrossRef]
9. Mobley, C.D.; Sundman, L.K.; Davis, C.O.; Bowles, J.H.; Downes, T.V.; Leathers, R.A.; Montes, M.J.; Bissett, W.P.; Kohler, D.D.; Reid, R.P. Interpretation of hyperspectral remote-sensing imagery by spectrum matching and look-up tables. Appl. Opt. 2005, 44, 3576-3592. [CrossRef] [PubMed]
10. Klonowski, W.M.; Fearns, P.R.; Lynch, M.J. Retrieving key benthic cover types and bathymetry from hyperspectral imagery. J. Appl. Remote Sens. 2007, 1, 011505. [CrossRef]
11. Haining, R.P. Spatial Data Analysis; Cambridge University Press: Cambridge, UK, 2003
12. Upton, G.; Fingleton, B. Spatial Data Analysis by Example. Volume 1: Point Pattern and Quantitative Data; John Wiley & Sons Ltd.: Chichester, UK, 1985
13. Fotheringham, S.; Rogerson, P. Spatial Analysis and Gis; CRC Press: Boca Raton, FL, USA, 2013
14. Tukey, J.W. Exploratory data analysis. Read. Ma 1977. [CrossRef]
15. Tobler, W.R. A computer movie simulating urban growth in the detroit region. Econ. Geogr. 1970, 46, 234-240. [CrossRef]
16. Jupp, D. Background and extensions to depth of penetration (dop) mapping in shallow coastal waters. In Proceedings of 1988 Remote Sensing of the Coastal Zone International Symposium, Queensland, Australia, 7-9 September 1988
17. Lyzenga, D.R. Passive remote sensing techniques for mapping water depth and bottom features. Appl. Opt. 1978, 17, 379-383. [CrossRef] [PubMed]
18. Lee, Z.; Carder, K.L.; Mobley, C.D.; Steward, R.G.; Patch, J.S. Hyperspectral remote sensing for shallow waters. I. A semianalytical model. Appl. Opt. 1998, 37, 6329-6338. [PubMed]
19. Lee, Z.; Carder, K.L.; Mobley, C.D.; Steward, R.G.; Patch, J.S. Hyperspectral remote sensing for shallow waters: 2. Deriving bottom depths and water properties by optimization. Appl. Opt. 1999, 38, 3831-3843. [CrossRef] [PubMed]
20. Mishra, D.; Narumalani, S.; Lawson, M.; Rundquist, D. Bathymetric mapping using ikonos multispectral data. GISci. Remote Sens. 2004, 41, 301-321. [CrossRef]
21. Adler-Golden, S.M.; Acharya, P.K.; Berk, A.; Matthew, M.W.; Gorodetzky, D. Remote bathymetry of the littoral zone from aviris, lash, and quickbird imagery. IEEE Trans. Geosci. Remote Sens 2005, 43, 337-347. [CrossRef]
22. McIntyre, M.L.; Naar, D.F.; Carder, K.L.; Donahue, B.T.; Mallinson, D.J. Coastal bathymetry from hyperspectral remote sensing data: Comparisons with high resolution multibeam bathymetry. Mar. Geophys. Res. 2006, 27, 129-136. [CrossRef]
23. Goodman, J.; Ustin, S.L. Classification of benthic composition in a coral reef environment using spectral unmixing. J. Appl. Remote Sens. 2007, 1, 011501
24. Louchard, E.M.; Reid, R.P.; Stephens, F.C.; Davis, C.O.; Leathers, R.A.; T Valerie, D. Optical remote sensing of benthic habitats and bathymetry in coastal environments at lee stocking island, bahamas: A comparative spectral classification approach. Limnol. Oceanogr. 2003, 48, 511-521. [CrossRef]
25. Lesser, M.; Mobley, C. Bathymetry, water optical properties, and benthic classification of coral reefs using hyperspectral remote sensing imagery. Coral Reefs 2007, 26, 819-829. [CrossRef]
26. Hedley, J.; Roelfsema, C.; Phinn, S.R. Efficient radiative transfer model inversion for remote sensing applications. Remote Sens. Environ. 2009, 113, 2527-2532. [CrossRef]
27. Giardino, C.; Candiani, G.; Bresciani, M.; Lee, Z.; Gagliano, S.; Pepe, M. Bomber: A tool for estimating water quality and bottom properties from remote sensing images. Comput. Geosci. 2012, 45, 313-318. [CrossRef]
28. Hedley, J.; Roelfsema, C.; Koetz, B.; Phinn, S. Capability of the sentinel 2 mission for tropical coral reef mapping and coral bleaching detection. Remote Sens. Environ. 2012, 120, 145-155. [CrossRef]
29. Rees, S.A.; Opdyke, B.N.;Wilson, P.A.; Fifield, L.K.; Levchenko, V. Holocene evolution of the granite based lizard island and macgillivray reef systems, northern great barrier reef. Coral Reefs 2006, 25, 555-565. [CrossRef]
30. Maxwell,W. Atlas of the Great Barrier Reef ; Elsevier: Amsterdam, NY, USA, 1968
31. Jell, J.S.; Flood, P.G. Guide to the Geology of Reefs of the Capricorn and Bunker Groups, Great Barrier Reef Province, with Special Reference to Heron Reef ; University of Queensland Press: Brisbane, Australia, 1978
32. Marshall, J.F.; Davies, P.J. Submarine lithification on windward reef slopes: Capricorn-bunker group, southern great barrier reef. J. Sediment. Res. 1981, 51, 953-960
33. Davies, P.; Marshall, J.; Hekel, H.; Searle, D. Shallow inter-reefal structure of the capricorn group, southern great barrier reef. BMR J. Aust. Geol. Geophys. 1981, 6, 101-105
34. Wells, D.E.; Monahan, D. Iho s44 standards for hydrographic surveys and the variety of requirements for bathymetric data. Hydrogr. J. 2002, 44, 9-16
35. Antoine, D.; Morel, A. A multiple scattering algorithm for atmospheric correction of remotely sensed ocean colour (meris instrument): Principle and implementation for atmospheres carrying various aerosols including absorbing ones. Int. J. Remote Sens. 1999, 20, 1875-1916. [CrossRef]
36. Mayer, B.A.; Kylling, A. The libradtran software package for radiative transfer calculations-description and examples of use. Atmos. Chem. Phys. 2005, 5, 1855-1877. [CrossRef]
37. Hedley, J.; Harborne, A.; Mumby, P. Simple and robust removal of sun glint for mapping shallow-water benthos. Int. J. Remote Sens 2005, 26, 2107-2112. [CrossRef]
38. Hedley, J.D.; Roelfsema, C.M.; Phinn, S.R.; Mumby, P.J. Environmental and sensor limitations in optical remote sensing of coral reefs: Implications for monitoring and sensor design. Remote Sens. 2012, 4, 271-302. [CrossRef]
39. Hedley, J.; Roelfsema, C.; Phinn, S. Propogating uncertainty through a shallow water mapping algorithm based on radiative transfer model inversion. Ocean Opt. 2010, 12, 24-51
40. Franklin, J. Mapping Species Distributions: Spatial Inference and Prediction; Cambridge University Press: Cambridge, UK, 2010
41. Kyriakidis, P.C.; Dungan, J.L. A geostatistical approach for mapping thematic classification accuracy and evaluating the impact of inaccurate spatial data on ecological model predictions. Environ. Ecol. Stat. 2001, 8, 311-330. [CrossRef]
42. Anselin, L.; Bera, A.K. Spatial dependence in linear regression models with an introduction to spatial econometrics. Stat. Textb. Monogr. 1998, 155, 237-290
43. Leon, J.X.; Phinn, S.R.; Hamylton, S.; Saunders, M.I. Filling the "white ribbon"-A multisource seamless digital elevation model for lizard island, northern great barrier reef. Int. J. Remote Sens. 2013, 34, 6337-6354. [CrossRef]
44. Jell, J.S.; Webb, G.E. Geology of heron island and adjacent reefs, great barrier reef, australia. Episodes 2012, 35, 110-119
45. Cliff, A.D.; Ord, J.K. Spatial Autocorrelation; Pion: London, UK, 1973
46. Corucci, L.; Masini, A.; Cococcioni, M. Approaching bathymetry estimation from high resolution multispectral satellite images using a neuro-fuzzy technique. J. Appl. Remote Sens. 2011, 5, 053515. [CrossRef]