Benthic classifications using bathymetric LIDAR waveforms and integration of local spatial statistics and textural features

Journal of Coastal Research

Volumn , Issue SPEC. ISSUE 62, 2011, Pages 86-98

  Collin, Antoine ^a   Long, Bernard ^a   Archambault, Phillippe ^b  

^a CENTRE EAU TERRE ENVIRONNEMENT   (Canada)

^b INSTITUT DES SCIENCES DE LA MER DE RIMOUSKI   (Canada)

Author keywords

Bathymetric LIDAR; classification; habitat; spatial statistics; texture; waveforms

Indexed keywords

ACCURACY ASSESSMENT; BATHYMETRIC SURVEY; BENTHOS; CLASSIFICATION; DATA SET; GEOSTATISTICS; HABITAT STRUCTURE; LIDAR; OPTIMIZATION; PRINCIPAL COMPONENT ANALYSIS; SPATIAL ANALYSIS; UNDERWATER CAMERA; WAVEFORM ANALYSIS;

EID: 79955571168     PISSN: 07490208     EISSN: 15515036     Source Type: Journal    
DOI: 10.2112/SI-62-9     Document Type: Article

References (57)

1. Anselin, L., 1995. Local indicators of spatial association-LISA. Geographical Analysis, 27(2), 93-115.
2. Anys, H. and He, D.C., 1995. Evaluation of textural and multi-polarization radar features for crop classification. IEEE Transactions on Geoscience and Remote Sensing, 33(5), 1170-1181.
3. Anys, H.; Bannari, A.; He, D.C., and Morin, D., 1994. Texture analysis for the mapping of urban areas using airborne MEIS-II images. International Journal of Remote Sensing, 19(5), 883-894. (Pubitemid 28281960)
4. Archambault, P. and Bourget, E., 1996. Scales of coastal heterogeneity and benthic intertidal species richness, diversity and abundance. Marine Ecology Progress Series, 136, 111-121. (Pubitemid 26263894)
5. Archambault, P.; Banwell, K., and Underwood, A.J., 2001. Temporal variation in the structure of intertidal assemblages following the removal of sewage. Marine Ecology Progress Series, 222, 51-62. (Pubitemid 33141573)
6. Belluco, E.; Camuffo, M.; Ferrari, S.; Modenese, L.; Silvestri, S.; Marani, A., and Marani, M., 2006. Mapping salt-marsh vegetation by multispectral and hyperspectral remote sensing. Remote Sensing of Environment, 105, 54-67. (Pubitemid 44585025)
7. Brock, J.C.; Wright, C.W.; Kuffner, I.B.; Hernandez, R., and Thompson, P., 2006. Airborne lidar sensing of massive stony coral colonies on patch reefs in the northern Florida reef tract. Remote Sensing of Environment, 104, 31-42.
8. Brown, E.D.; Churnside, J.H.; Collins, R.L.; Veenstra, T.; Wilson, J.J., and Abnett, K., 2002. Remote sensing of capelin and other biological features in the North Pacific using lidar and video technology. ICES Journal of Marine Science, 59, 1120-1130. (Pubitemid 35241010)
9. Burns, D.R.; Queen, C.B.; Sisk, H.; Mullarkey, W., and Chivers, R.C., 1989. Rapid and convenient acoustic seabed discrimination for fisheries applications. Proceedings of the Institute of Acoustics, 11, 169-178.
10. Carter, W.; Shrestha, R.; Tuell, G.; Bloomquist, D., and Sartori, M., 2001. Airborne laser swath mapping shines new light on earth's topography. Eos, Transactions, American Geophisical Union, 82(46), 549-555.
11. Chivers, R.C.; Emerson, N., and Burns, D.R., 1990. New acoustic processing for underway surveying. Hydrographic Journal, 56, 9-17.
12. Clarke, K.R. and Warwick, R.M., 1994. Similarity-based testing for community pattern-the 2-way layout with no replication. Marine Biology, 118(1), 167. (Pubitemid 2029265)
13. Clarke, P.A. and Hamilton, L.J., 1999. The ABCS Program for the Analysis of Echo Sounder Returns for Acoustic Bottom Classification. DSTO-GD-0215. Melbourne, Australia: Defence Science and Technology Organisation, Aeronautical and Maritime Research Laboratory.
14. Collin, A.; Archambault, P., and Long, B., 2008a. Mapping the shallow water seabed habitat with the SHOALS. IEEE Transactions on Geoscience and Remote Sensing, 46(10), 2947-2955.
15. Collin, A.; Long, B., and Archambault, P., 2008b. Relating spatial benthoscape patterns with a high resolution bathymetric LiDAR. In: Proceedings of the 31st International Conference of Coastal Engineering-ICCE (Hamburg, Germany), 31 August-5 September, pp. 4645-4657.
16. Costanza, R.; d'Arge, R.; de Groot, R.; Farber, S.; Grasso, M.; Hannon, B.; Limburg, K.; Naeem, S.; O'Neill, R.V.; Paruelo, J.; Raskin, R.G.; Sutton, P., and van der Belt, M., 1997. The value of the world's ecosystem services and natural capital. Nature, 387, 253-260.
17. Cottin, A., 2008. Adaptation du SHOALS-3000T à la cartographie sédimentaire des zones peu profondes de la côte nord de la Baie des Chaleurs, golfe du Saint-Laurent, Québec, Canada. Québec, Canada: L'Institut national de la recherche scientifique Eau Terre Environnement. Doctoral thesis.
18. Cusson, M. and Bourget, E., 1997. Influence of topographic heterogeneity and spatial scales on the structure of the neighboring intertidal endobenthic macrofaunal community. Marine Ecology Progress Series, 150, 181-193.
19. Durand, S.; Legendre, P., and Juniper, S.K., 2006. Sonar backscatter differentiation of dominant macrohabitat types in a hydrothermal vent field. Ecological Applications, 16(4), 1421-1435. (Pubitemid 44223217)
20. Evans, D.L.; Alpers, W.; Cazenave, A.; Elachi, C.; Farr, T.; Glackin, D.; Holt, B.; Jones, L.; Liu, T.W.; McCandless, W.; Menard, Y.; Moore, R., and Njoku, E., 2005. Seasat-A 25-year legacy of success. Remote Sensing of Environment, 94(3), 384-404.
21. Foody, G.M. and Mathur, A., 2004. Toward intelligent training of supervised image classifications: directing training data acquisition for SVM classification. Remote Sensing of Environment, 93, 107-117. (Pubitemid 39234714)
22. Gaffin, S.; Engelman, R., and Hachadoorian, L., 2006. Mapping the future of world population. Poster. New York: Center for Climate Systems Research, Columbia University.
23. Garrabou, J.; Riera, J., and Zabala, M., 1998. Landscape pattern indices applied to Mediterranean subtidal rocky benthic communities. Landscape Ecology, 13, 225-247. (Pubitemid 28351522)
24. Getis, A. and Ord, J.K, 1992. The analysis of spatial association by use of distance statistics. Geographical Analysis, 24(3), 189-206.
25. Guenther, G.C., 1985. Airborne Laser Hydrography: System Design and Performance Factors. NOAA Professional Paper Series, March. Rockville, MD: NOS, NOAA.
26. Guenther, G.C.; Cunningham, A.G.; LaRocque, P.E., and Reid, D.J., 2000. Meeting the Accuracy Challenge in Airborne LiDAR Bathymetry. Dresden: European Association of Remote Sensing Laboratories.
27. Guichard, F. and Bourget, E., 1998. Topographic heterogeneity, hydrodynamics, and benthic community structure: a scale-dependent cascade. Marine Ecology Progress Series, 171, 59-70. (Pubitemid 28490358)
28. Hamilton, L.J., 2001. Acoustic Seabed Classification Systems. Fishermans Bend, Victoria, Australia: Defense Science and Technology Organisation, Aeronautical and Maritime Research Laboratory, DSTO-TN-0401.
29. Haralick, R.M.; Shanmugan, K., and Dinstein, I., 1973. Textural features for image classification. IEEE Transactions on Systems, Man, and Cybernetics, 3(6), 610-621.
30. Hutin, E.; Simard, Y., and Archambault, P., 2005. Acoustic detection of a scallop bed from a single-beam echosounder in the St. Lawrence. ICES Journal of Marine Science, 62, 966-983. (Pubitemid 40950540)
31. Irish, J.L.; McClung, J.K., and Lillycrop, W.J., 2000. Airborne lidar bathymetry: the SHOALS system. PIANC Bulletin., 103, 43-53.
32. Jackson, E.L.; Attrill, M.J., and Jones, M.B., 2006. Habitat characteristics and spatial arrangement affecting the diversity of fish and decapod assemblages of seagrass (Zostera marina) beds around the coast of Jersey (English Channel). Estuarine, Coastal and Shelf Science, 68, 421-432. (Pubitemid 43867852)
33. Jumars, P.A. and Ekman, J.E., 1983. Spatial structure within deep-sea benthic communities. In: Rowe, G.T. (ed.), The Sea: Deep-Sea Biology, Volume 8. New York: John-Wiley & Sons, pp. 399-452.
34. Kostylev, V.E.; Courtney, R.C.; Robert, G., and Todd, B.J., 2003. Stock evaluation of giant scallop (Placopecten magellanicus) using highresolution acoustics for seabed mapping. Fisheries Research, 60, 479-492. (Pubitemid 36171699)
35. Legendre, P. and Legendre, L., 1998. Numerical Ecology. Amsterdam: Elsevier, 853p.
36. Legendre, P.; Ellingsen, K.E.; Bjørnbom, E., and Casgrain, P., 2002. Acoustic seabed classification: improved statistical method. Canadian Journal of Fisheries and Aquatic Sciences, 59, 1085-1089.
37. Long, B. and Desrosiers, G., 2006. Etude hydrodynamique, sédimen-tologique et biologique des sites de Maria, Saint-Siméon, Bonaven-ture, Newport et Cap-d'espoir dans la baie des Chaleurs, Québec, Canada. Ministère des Transports du Québec, contrat 3100-00-QH02. 121 p. + 4 annexes.
38. Lucas, R.; Rowlands, A.; Brown, A.; Keyworth, S., and Bunting, P., 2007. Rule-based classification of multi-temporal satellite imagery for habitat and agricultural land cover mapping. Journal of Photogrammetry and Remote Sensing, 62(3), 165-185. (Pubitemid 47061421)
39. Musick, H.B. and Grove, H.D., 1991. Image texture measures as indices of landscape pattern. In: Turner, M.G. and Gardner, R.H. (ed.), Quantitative Methods in Landscape Ecology, the Analysis and Interpretation of Landscape Heterogeneity. Berlin: Springer-Verlag.
40. Park, J.Y.; Shrestha, R.L.; Carter, W.E., and Tuell, G.H., 2001. Landcover classification using combined ALSM (LiDAR) and color digital photography. ASPRS Conference (St. Louis, Missouri, The American Society for Photogrammetry and Remote Sensing) April 23-27
41. Pe'eri, S. and Philpot, W., 2007. Increasing the existence of very shallow-water LiDAR measurements using the red-channels waveforms. IEEE Transactions on Geoscience and Remote Sensing, 45(5), 1217-1223. (Pubitemid 46652323)
42. Pope, R.W.; Reed, B.A.; West, G.W., and Lillycrop, W.J., 1997. Use of an airborne laser depth sounding system in a complex shallow-water environment. In: Proceedings of XVth International Hydro Conference (Monaco), p. 10.
43. Research Systems, 2005. IDL User's Guide, IDL Version 6.2. Boulder, Colorado: Research Systems, Inc.
44. Richards, J.A., 1993. Remote Sensing Digital Image Analysis: An Introduction. Berlin: Springer-Verlag.
45. Riley, J.L., 1995. Evaluating SHOALS bathymetry using NOAA hydrographic survey data. In: Proceedings of 24th Joint Meeting of UJNR Sea-Bottom Surveys Panel (Tokyo, Japan), 10 p.
46. Rosenfield, G.H. and Fitzpatrick-Lins, K., 1986. A coefficient of agreement as a measure of thematic classification accuracy. Photogrammetric Engineering and Remote Sensing, 52, 223-227. (Pubitemid 16490239)
47. Ruiliang, P.; Gong, P.; Michishita, R., and Sasagawa, T., 2008. Spectral mixture analysis for mapping abundance of urban surface components from the Terra/ASTER data. Remote Sensing of Environment, 112(3), 939-954. (Pubitemid 351296241)
48. Salovaara, K.J.; Thessler, S.; Malik, R.N., and Tuomisto, H., 2005. Classification of Amazonian primary rain forest vegetation using Landsat ETM+ satellite imagery. Remote Sensing of Environment, 97, 39-51. (Pubitemid 41009241)
49. Siwabessy, P.J.W.; Penrose, J.D.; Fox, D.R., and Kloser, R.J., 2000. Botom classification in the continental shelf: a case study for the North-West and South-West shelf of Australia. In: Proceedings of Australian Acoustical Society Conference (Joondalup, Australia), 6 p.
50. Swain, P.H. and Davis, S.M., 1978. Remote Sensing: The Quantitative Approach. New York: McGraw-Hill.
51. Syvitski, J.P.M., 1992. Marine geology of Baie des Chaleurs. Géographie physique et quaternaire, 46(3), 331-348. (Pubitemid 23382519)
52. Tuell, G.H., 2002. Data fusion of airborne laser data with passive spectral data. 3rd Annual Airborne Hydrography Workshop (Corte Madiera, California).
53. Turner, M.G.; Gardner, R.H., and O'Neill, R.V., 2001. Landscape Ecology in Theory and Practice: Pattern and Process. New York: Springer Science+Business Media, LLC, 404 p.
54. Underwood, A.J. and Chapman, M.G., 1998. A method for analyzing spatial scales of variation in composition of assemblages. Oecologia, 117, 570-578. (Pubitemid 29053606)
55. UNEP (United Nations Environment Programme), 2006. Marine and Coastal Ecosystems and Human Well-Being: A Synthesis Report Based on the Findings of the Millennium Ecosystems Assessment. Nairobi: UNEP, 64p.
56. Wang, C. and Philpot, W., 2007. Using airborne bathymetric lidar to detect bottom type variation in shallow waters. Remote Sensing of Environment, 106, 123-135. (Pubitemid 44958848)
57. Zajac, R.N., 2008. Challenges in marine, soft-sediment benthoscape ecology. Landscape Ecology, 23, 7-18.