메뉴 건너뛰기




Volumn 26, Issue 2, 2012, Pages 283-307

Predictive modelling of seabed sediment parameters using multibeam acoustic data: A case study on the Carnarvon Shelf, Western Australia

Author keywords

multibeam acoustic; predictive modelling; seabed sediment

Indexed keywords

ACOUSTIC DATA; BACKSCATTER; BATHYMETRY; MARINE SEDIMENT; MULTIBEAM SONAR; SEAFLOOR;

EID: 84858590904     PISSN: 13658816     EISSN: 13623087     Source Type: Journal    
DOI: 10.1080/13658816.2011.590139     Document Type: Article
Times cited : (41)

References (63)
  • 1
    • 77953321691 scopus 로고    scopus 로고
    • Geophysical variables as predictors of megabenthos assemblages from the northern Great Barrier Reef, Australia
    • In: Todd B.J., Greene H.G., editors, Geological Association of Canada, Special Paper 47, St Johns, Newfoundland, Canada
    • Beaman, R.J. and Harris, P.T. 2007. "Geophysical variables as predictors of megabenthos assemblages from the northern Great Barrier Reef, Australia". In Mapping the seafloor for habitat characterization, Geological Association of Canada, Special Paper 47, St Johns, Newfoundland, Canada Edited by: Todd, B.J. and Greene, H.G.
    • (2007) Mapping the seafloor for habitat characterization
    • Beaman, R.J.1    Harris, P.T.2
  • 2
    • 0035475557 scopus 로고    scopus 로고
    • GRADISTAT: A grain size distribution and statistics package for the analysis of unconsolidated sediments
    • Blott, S.J. and Pye, K. 2001. GRADISTAT: a grain size distribution and statistics package for the analysis of unconsolidated sediments. Earth Surface Processes and Landforms, 26: 1237-1248.
    • (2001) Earth Surface Processes and Landforms , vol.26 , pp. 1237-1248
    • Blott, S.J.1    Pye, K.2
  • 3
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. 2001. Random forests. Machine Learning, 45: 5-32.
    • (2001) Machine Learning , vol.45 , pp. 5-32
    • Breiman, L.1
  • 4
    • 77953322033 scopus 로고    scopus 로고
    • Carnarvon Shelf survey post-survey report[online]
    • Record 2009/02, (Accessed: 10 December 2010)
    • Brooke, B., et al., 2009. Carnarvon Shelf survey post-survey report [online]. Geoscience Australia, Record 2009/02, 90 pp. http://www.ga.gov.au/image_cache/GA13723.pdf (Accessed: 10 December 2010).
    • (2009) Geoscience Australia , pp. 90
    • Brooke, B.1
  • 5
    • 84858590484 scopus 로고    scopus 로고
    • Bureau of Meteorology, (Accessed: 14 April 2010)
    • Bureau of Meteorology, 2010. North West Cape project [online]. http://www.cawcr.gov.au/bmrc/wefor/research/nw_cape_project.htm (Accessed: 14 April 2010).
    • (2010) North West Cape project [online]
  • 6
    • 0036121905 scopus 로고    scopus 로고
    • Use of acoustic classification of sidescan sonar data for mapping benthic habitat in the Northern Channel Islands, California
    • Cochrane, G.R. and Lafferty, K.D. 2002. Use of acoustic classification of sidescan sonar data for mapping benthic habitat in the Northern Channel Islands, California. Continental Shelf Research, 22: 683-690.
    • (2002) Continental Shelf Research , vol.22 , pp. 683-690
    • Cochrane, G.R.1    Lafferty, K.D.2
  • 7
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes, C. and Vapnik, V. 1995. Support-vector networks. Machine Learning, 20: 273-297.
    • (1995) Machine Learning , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 8
    • 0033749212 scopus 로고    scopus 로고
    • Classification and regression trees: A powerful yet simple technique for ecological data analysis
    • De'ath, G. and Fabricius, K.E. 2000. Classification and regression trees: a powerful yet simple technique for ecological data analysis. Ecology, 81: 3178-3192.
    • (2000) Ecology , vol.81 , pp. 3178-3192
    • De'ath, G.1    Fabricius, K.E.2
  • 9
    • 38149135146 scopus 로고    scopus 로고
    • Habitat suitability as a mapping tool for macrobenthic community: An example from the Belgian part of the North Sea
    • Degraer, S. 2008. Habitat suitability as a mapping tool for macrobenthic community: an example from the Belgian part of the North Sea. Continental Shelf Research, 28: 369-379.
    • (2008) Continental Shelf Research , vol.28 , pp. 369-379
    • Degraer, S.1
  • 10
    • 62149106271 scopus 로고    scopus 로고
    • Rugosity-based regional modeling of hard-bottom habitat
    • Dunn, D.C. and Halpin, P.N. 2009. Rugosity-based regional modeling of hard-bottom habitat. Marine Ecology Progress Series, 377: 1-11.
    • (2009) Marine Ecology Progress Series , vol.377 , pp. 1-11
    • Dunn, D.C.1    Halpin, P.N.2
  • 11
    • 57449103730 scopus 로고    scopus 로고
    • An ArcGIS seabed characterization toolbox developed for investigating benthic habitats
    • Erdey-Heydorn, M.D. 2008. An ArcGIS seabed characterization toolbox developed for investigating benthic habitats. Marine Geodesy, 31: 318-358.
    • (2008) Marine Geodesy , vol.31 , pp. 318-358
    • Erdey-Heydorn, M.D.1
  • 13
    • 67650321037 scopus 로고    scopus 로고
    • Estimation of suspended sediment concentration and yield using linear models, random forests and quantile regression forests
    • Francke, T., Lopez-Tarazon, J.A. and Schroder, B. 2008. Estimation of suspended sediment concentration and yield using linear models, random forests and quantile regression forests. Hydrological Processes, 22: 4892-4904.
    • (2008) Hydrological Processes , vol.22 , pp. 4892-4904
    • Francke, T.1    Lopez-Tarazon, J.A.2    Schroder, B.3
  • 15
    • 0037281210 scopus 로고    scopus 로고
    • Is inductive machine learning just another wild goose (or might it lay the golden egg)?
    • Gahegan, M. 2003. Is inductive machine learning just another wild goose (or might it lay the golden egg)?. International Journal of Geographical Information Science, 17: 69-92.
    • (2003) International Journal of Geographical Information Science , vol.17 , pp. 69-92
    • Gahegan, M.1
  • 18
    • 0033887520 scopus 로고    scopus 로고
    • Correlation of side-scan backscatter intensity with grain-size distribution of shelf sediments, New Jersey margin
    • Goff, J.A., Olson, H.C. and Duncan, C.S. 2000. Correlation of side-scan backscatter intensity with grain-size distribution of shelf sediments, New Jersey margin. Geo-Marine Letters, 20: 43-49.
    • (2000) Geo-Marine Letters , vol.20 , pp. 43-49
    • Goff, J.A.1    Olson, H.C.2    Duncan, C.S.3
  • 19
    • 0033514269 scopus 로고    scopus 로고
    • Detailed investigation of continental shelf morphology using a high-resolution swath sonar survey: The Eel margin, northern California
    • Goff, J.A. 1999. Detailed investigation of continental shelf morphology using a high-resolution swath sonar survey: the Eel margin, northern California. Marine Geology, 154: 255-269.
    • (1999) Marine Geology , vol.154 , pp. 255-269
    • Goff, J.A.1
  • 22
    • 0029753756 scopus 로고    scopus 로고
    • Automated geostatistical seafloor classification - principles, parameters, feature vectors, and discrimination criteria
    • Herzfeld, U.C. and Higginson, C.A. 1996. Automated geostatistical seafloor classification-principles, parameters, feature vectors, and discrimination criteria. Computers & Geosciences, 22: 35-41.
    • (1996) Computers & Geosciences , vol.22 , pp. 35-41
    • Herzfeld, U.C.1    Higginson, C.A.2
  • 23
    • 47649084508 scopus 로고    scopus 로고
    • Modelling distribution of marine benthos from hydroacoustics and underwater video
    • Holmes, K.W. 2008. Modelling distribution of marine benthos from hydroacoustics and underwater video. Continental Shelf Research, 28: 1800-1810.
    • (2008) Continental Shelf Research , vol.28 , pp. 1800-1810
    • Holmes, K.W.1
  • 24
    • 4143054683 scopus 로고    scopus 로고
    • Combining non-parametric models for multisource predictive forest mapping
    • Huang, Z. and Lees, B.G. 2004. Combining non-parametric models for multisource predictive forest mapping. Photogrammetric Engineering and Remote Sensing, 70: 415-426.
    • (2004) Photogrammetric Engineering and Remote Sensing , vol.70 , pp. 415-426
    • Huang, Z.1    Lees, B.G.2
  • 26
    • 4544314243 scopus 로고    scopus 로고
    • Estimating foliage nitrogen concentration from HYMAP data using continuum removal analysis
    • Huang, Z. 2004. Estimating foliage nitrogen concentration from HYMAP data using continuum removal analysis. Remote Sensing of Environment, 93: 18-29.
    • (2004) Remote Sensing of Environment , vol.93 , pp. 18-29
    • Huang, Z.1
  • 27
    • 7544248487 scopus 로고    scopus 로고
    • Calculating landscape surface area from digital elevation models
    • Jenness, J.S. 2004. Calculating landscape surface area from digital elevation models. Wildlife Society Bulletin, 32: 829-839.
    • (2004) Wildlife Society Bulletin , vol.32 , pp. 829-839
    • Jenness, J.S.1
  • 28
    • 33645864343 scopus 로고    scopus 로고
    • Application of support vector machine in lake water level prediction
    • Khan, M.S. and Coulibaly, P. 2006. Application of support vector machine in lake water level prediction. Journal of Hydrologic Engineering, 11: 199-205.
    • (2006) Journal of Hydrologic Engineering , vol.11 , pp. 199-205
    • Khan, M.S.1    Coulibaly, P.2
  • 29
    • 0034787320 scopus 로고    scopus 로고
    • Remote sensing of seabed types in the Australian South East Fishery; development and application of normal incident acoustic techniques and associated 'ground truthing
    • Kloser, R.J. 2001. Remote sensing of seabed types in the Australian South East Fishery; development and application of normal incident acoustic techniques and associated 'ground truthing'. Marine and Freshwater Research, 52: 475-489.
    • (2001) Marine and Freshwater Research , vol.52 , pp. 475-489
    • Kloser, R.J.1
  • 30
    • 0035839782 scopus 로고    scopus 로고
    • Benthic habitat mapping on the Scotian Shelf based on multibeam bathymetry, surficial geology and sea floor photographs
    • Kostylev, V.E. 2001. Benthic habitat mapping on the Scotian Shelf based on multibeam bathymetry, surficial geology and sea floor photographs. Marine Ecology Progress Series, 219: 121-137.
    • (2001) Marine Ecology Progress Series , vol.219 , pp. 121-137
    • Kostylev, V.E.1
  • 31
    • 79955480061 scopus 로고    scopus 로고
    • Quantitative characterisation of seafloor substrate and bedforms using advanced processing of multibeam backscatter - application to Cook Strait, New Zealand
    • Lamarche, G. 2011. Quantitative characterisation of seafloor substrate and bedforms using advanced processing of multibeam backscatter-application to Cook Strait, New Zealand. Continental Shelf Research, 31: S93-S109.
    • (2011) Continental Shelf Research , vol.31
    • Lamarche, G.1
  • 32
    • 34248147117 scopus 로고    scopus 로고
    • Seafloor habitat mapping on the Oregon continental margin: A spatially nested GIS approach to mapping scale, mapping methods, and accuracy quantification
    • Lanier, A., Romsos, C. and Goldfinger, C. 2007. Seafloor habitat mapping on the Oregon continental margin: a spatially nested GIS approach to mapping scale, mapping methods, and accuracy quantification. Marine Geodesy, 30: 51-76.
    • (2007) Marine Geodesy , vol.30 , pp. 51-76
    • Lanier, A.1    Romsos, C.2    Goldfinger, C.3
  • 33
    • 33749591316 scopus 로고    scopus 로고
    • Variation in demersal fish species richness in the oceans surrounding New Zealand: An analysis using boosted regression trees
    • Leathwick, J.R. 2006. Variation in demersal fish species richness in the oceans surrounding New Zealand: an analysis using boosted regression trees. Marine Ecology Progress Series, 321: 267-281.
    • (2006) Marine Ecology Progress Series , vol.321 , pp. 267-281
    • Leathwick, J.R.1
  • 34
    • 0037410947 scopus 로고    scopus 로고
    • Spatial analysis of grain size in Santa Monica Bay
    • Leecaster, M. 2003. Spatial analysis of grain size in Santa Monica Bay. Marine Environmental Research, 56: 67-78.
    • (2003) Marine Environmental Research , vol.56 , pp. 67-78
    • Leecaster, M.1
  • 37
    • 37549014903 scopus 로고    scopus 로고
    • Object-oriented classification of sidescan sonar data for mapping benthic marine habitats
    • Lucieer, V.L. 2008. Object-oriented classification of sidescan sonar data for mapping benthic marine habitats. International Journal of Remote Sensing, 29: 905-921.
    • (2008) International Journal of Remote Sensing , vol.29 , pp. 905-921
    • Lucieer, V.L.1
  • 38
    • 33745076781 scopus 로고    scopus 로고
    • A benthic terrain classification scheme for American Samoa
    • Lundblad, E.R. 2006. A benthic terrain classification scheme for American Samoa. Marine Geodesy, 29: 89-111.
    • (2006) Marine Geodesy , vol.29 , pp. 89-111
    • Lundblad, E.R.1
  • 39
    • 77953323989 scopus 로고    scopus 로고
    • On the use of abiotic surrogates to describe marine benthic biodiversity
    • McArthur, M.A. 2010. On the use of abiotic surrogates to describe marine benthic biodiversity. Estuarine, Coastal and Shelf Science, 88: 21-32.
    • (2010) Estuarine, Coastal and Shelf Science , vol.88 , pp. 21-32
    • McArthur, M.A.1
  • 41
    • 0032895729 scopus 로고    scopus 로고
    • Spatial prediction of soil properties using environmental correlation
    • McKenzie, N.J. and Ryan, P.J. 1999. Spatial prediction of soil properties using environmental correlation. Geoderma, 89: 67-94.
    • (1999) Geoderma , vol.89 , pp. 67-94
    • McKenzie, N.J.1    Ryan, P.J.2
  • 42
    • 0442296729 scopus 로고    scopus 로고
    • Support vector machines for wind speed prediction
    • Mohandes, M.A. 2004. Support vector machines for wind speed prediction. Renewable Energy, 29: 939-947.
    • (2004) Renewable Energy , vol.29 , pp. 939-947
    • Mohandes, M.A.1
  • 43
    • 76549254593 scopus 로고
    • Notes on continuous stochastic phenomena
    • Moran, P.A.P. 1950. Notes on continuous stochastic phenomena. Biometrica, 37: 17-33.
    • (1950) Biometrica , vol.37 , pp. 17-33
    • Moran, P.A.P.1
  • 44
    • 0001375480 scopus 로고
    • The 'Karbonat-Bombe', a simple device for the determination of the carbonate content in sediments, soils, and other materials
    • Müller, G. and Gastner, M. 1971. The 'Karbonat-Bombe', a simple device for the determination of the carbonate content in sediments, soils, and other materials. Neues Jahrbuch für Mineralogie-Monatshefte, 10: 446-469.
    • (1971) Neues Jahrbuch für Mineralogie - Monatshefte , vol.10 , pp. 446-469
    • Müller, G.1    Gastner, M.2
  • 45
    • 78349247081 scopus 로고    scopus 로고
    • Southeast Tasmania temperate reef survey, post survey report [online]
    • Record 2009/43, Accessed: 10 December 2010
    • Nichol, S.L., et al., 2009. Southeast Tasmania temperate reef survey, post survey report [online]. Geoscience Australia, Record 2009/43, 73 pp. http://www.ga.gov.au/image_cache/GA16757.pdf (Accessed: 10 December 2010).
    • (2009) Geoscience Australia , pp. 73
    • Nichol, S.L.1
  • 46
    • 4344576884 scopus 로고    scopus 로고
    • Process-related classification of acoustic data from the Hudson River Estuary
    • Nitsche, F.O. 2004. Process-related classification of acoustic data from the Hudson River Estuary. Marine Geology, 209: 131-145.
    • (2004) Marine Geology , vol.209 , pp. 131-145
    • Nitsche, F.O.1
  • 47
    • 62149137301 scopus 로고    scopus 로고
    • Seabed biodiversity on the continental shelf of the Great Barrier Reef World Heritage Area
    • AIMS/CSIRO/QM/QDPI CRC Reef Research Task Final Report
    • Pitcher, C.R. Seabed biodiversity on the continental shelf of the Great Barrier Reef World Heritage Area. AIMS/CSIRO/QM/QDPI CRC Reef Research Task Final Report, 320. 2007a.
    • (2007) , pp. 320
    • Pitcher, C.R.1
  • 48
    • 75149151288 scopus 로고    scopus 로고
    • Mapping and characterisation of key biotic & physical attributes of the Torres Strait ecosystem
    • CSIRO/QM/QDPI CRC Torres Strait Task Final Report
    • Pitcher, C.R. Mapping and characterisation of key biotic & physical attributes of the Torres Strait ecosystem. CSIRO/QM/QDPI CRC Torres Strait Task Final Report, 145. 2007b.
    • (2007) , pp. 145
    • Pitcher, C.R.1
  • 49
    • 38849089940 scopus 로고    scopus 로고
    • The application of physical surrogates to predict the distribution of marine benthic organisms
    • Post, A.L. 2008. The application of physical surrogates to predict the distribution of marine benthic organisms. Ocean & Coastal Management, 51: 161-179.
    • (2008) Ocean & Coastal Management , vol.51 , pp. 161-179
    • Post, A.L.1
  • 50
    • 33746377613 scopus 로고    scopus 로고
    • Physical surrogates for macrofaunal distributions and abundance in a tropical gulf
    • Post, A.L., Wassenberg, T.J. and Passlow, V. 2006. Physical surrogates for macrofaunal distributions and abundance in a tropical gulf. Marine and Freshwater Research, 57: 469-483.
    • (2006) Marine and Freshwater Research , vol.57 , pp. 469-483
    • Post, A.L.1    Wassenberg, T.J.2    Passlow, V.3
  • 52
    • 84858611024 scopus 로고    scopus 로고
    • Analysis of statistics of backscatter strength from different seafloor habitats
    • New Zealand: Australian Acoustic Association, 20-22 November 2006, Christchurch, New Zealand
    • Siwabessy, P.J.W. 2006. "Analysis of statistics of backscatter strength from different seafloor habitats". In Acoustics 2006, 507-514. New Zealand: Australian Acoustic Association, 20-22 November 2006, Christchurch, New Zealand.
    • (2006) Acoustics 2006 , pp. 507-514
    • Siwabessy, P.J.W.1
  • 53
    • 0025206332 scopus 로고
    • Probabilistic neural networks
    • Specht, D.F. 1990. Probabilistic neural networks. Neural Networks, 3: 109-118.
    • (1990) Neural Networks , vol.3 , pp. 109-118
    • Specht, D.F.1
  • 54
    • 0026278048 scopus 로고
    • Faunal assemblages of benthic megainvertebrates inhabiting sea scallop grounds from eastern Georges Bank, in relation to environmental factors
    • Thouzeau, G., Robert, G. and Ugarte, R. 1991. Faunal assemblages of benthic megainvertebrates inhabiting sea scallop grounds from eastern Georges Bank, in relation to environmental factors. Marine Ecology Progress Series, 74: 61-82.
    • (1991) Marine Ecology Progress Series , vol.74 , pp. 61-82
    • Thouzeau, G.1    Robert, G.2    Ugarte, R.3
  • 55
    • 0000565591 scopus 로고
    • A computer movie simulating urban growth in the Detroit region
    • Tobler, W. 1970. A computer movie simulating urban growth in the Detroit region. Economic Geography, 46: 234-240.
    • (1970) Economic Geography , vol.46 , pp. 234-240
    • Tobler, W.1
  • 56
    • 84858607031 scopus 로고    scopus 로고
    • Mapping the seafloor for habitat characterization
    • St Johns, Newfoundland, Geological Association of Canada Special Paper 47
    • Todd, B.J. and Greene, H.G. 2007. "Mapping the seafloor for habitat characterization". St Johns, Newfoundland, Geological Association of Canada Special Paper 47.
    • (2007)
    • Todd, B.J.1    Greene, H.G.2
  • 57
    • 33750486833 scopus 로고    scopus 로고
    • Multivariate geostatistics for the predictive modelling of the surficial sand distribution in shelf seas
    • Verfaillie, E., Van Lancker, V. and Van Meirvenne, M. 2006. Multivariate geostatistics for the predictive modelling of the surficial sand distribution in shelf seas. Continental Shelf Research, 26: 2454-2468.
    • (2006) Continental Shelf Research , vol.26 , pp. 2454-2468
    • Verfaillie, E.1    Van Lancker, V.2    van Meirvenne, M.3
  • 58
    • 62149138483 scopus 로고    scopus 로고
    • Geostatistical modeling of sedimentological parameters using multi-scale terrain variables: Application along the Belgian Part of the North Sea
    • Verfaillie, E. 2009. Geostatistical modeling of sedimentological parameters using multi-scale terrain variables: application along the Belgian Part of the North Sea. International Journal of Geographical Information Science, 23: 135-150.
    • (2009) International Journal of Geographical Information Science , vol.23 , pp. 135-150
    • Verfaillie, E.1
  • 59
    • 63349112713 scopus 로고    scopus 로고
    • Topographic position and landforms analysis
    • ESRI international user conference. July9-13 2001, San Diego, CA
    • Weiss, A.D. Topographic position and landforms analysis. ESRI international user conference. July9-13 2001, San Diego, CA.
    • (2001)
    • Weiss, A.D.1
  • 61
    • 34248190832 scopus 로고    scopus 로고
    • Multiscale terrain analysis of multibeam bathymetry data for habitat mapping on the continental slope
    • Wilson, M.F.J. 2007. Multiscale terrain analysis of multibeam bathymetry data for habitat mapping on the continental slope. Marine Geodesy, 30: 3-35.
    • (2007) Marine Geodesy , vol.30 , pp. 3-35
    • Wilson, M.F.J.1
  • 63
    • 67650577127 scopus 로고    scopus 로고
    • Mapping reef features from multibeam sonar data using multiscale morphometric analysis
    • Zieger, S., Stieglitz, T. and Kininmonth, S. 2009. Mapping reef features from multibeam sonar data using multiscale morphometric analysis. Marine Geology, 264: 209-217.
    • (2009) Marine Geology , vol.264 , pp. 209-217
    • Zieger, S.1    Stieglitz, T.2    Kininmonth, S.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.