메뉴 건너뛰기




Volumn 5, Issue 5, 2013, Pages 2057-2071

Estimating vegetation beta diversity from airborne imaging spectroscopy and unsupervised clustering

Author keywords

Beta diversity; Bray Curtis; Carnegie Airborne Observatory; Hyperspectral; K means clustering; Kruger National Park; LiDAR; Savanna; Spectral variation hypothesis; Support vector machine; Unsupervised

Indexed keywords

BETA DIVERSITIES; BRAY-CURTIS; CARNEGIE AIRBORNE OBSERVATORIES; HYPERSPECTRAL; K-MEANS CLUSTERING; NATIONAL PARKS; SAVANNA; SPECTRAL VARIATION; UNSUPERVISED;

EID: 84880377809     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs5052057     Document Type: Article
Times cited : (54)

References (36)
  • 1
    • 0037500103 scopus 로고    scopus 로고
    • From space to species: Ecological applications for remote sensing
    • Kerr, J.; Ostrovsky, M. From space to species: Ecological applications for remote sensing. Trends Ecol. Evol. 2003, 18, 299-305.
    • (2003) Trends Ecol. Evol. , vol.18 , pp. 299-305
    • Kerr, J.1    Ostrovsky, M.2
  • 4
    • 0034610199 scopus 로고    scopus 로고
    • Predictive habitat distribution models in ecology
    • Guisan, A.; Zimmermann, N.E. Predictive habitat distribution models in ecology. Ecol. Model. 2000, 135, 147-186.
    • (2000) Ecol. Model. , vol.135 , pp. 147-186
    • Guisan, A.1    Zimmermann, N.E.2
  • 5
    • 33646155530 scopus 로고    scopus 로고
    • Mapping the species richness and composition of tropical forests from remotely sensed data with neural networks
    • Foody, G.M.; Cutler, M.E.J. Mapping the species richness and composition of tropical forests from remotely sensed data with neural networks. Ecol. Model. 2006, 195, 37-42.
    • (2006) Ecol. Model. , vol.195 , pp. 37-42
    • Foody, G.M.1    Cutler, M.E.J.2
  • 6
    • 34648836084 scopus 로고    scopus 로고
    • Hyperspectral remote sensing of canopy biodiversity in Hawaiian lowland rainforests
    • Carlson, K.M.; Asner, G.P.; Hughes, R.F.; Ostertag, R.; Martin, R.E. Hyperspectral remote sensing of canopy biodiversity in Hawaiian lowland rainforests. Ecosystems 2007, 10, 536-549.
    • (2007) Ecosystems , vol.10 , pp. 536-549
    • Carlson, K.M.1    Asner, G.P.2    Hughes, R.F.3    Ostertag, R.4    Martin, R.E.5
  • 7
    • 35548986987 scopus 로고    scopus 로고
    • Effects of spatial and spectral resolution in estimating ecosystem a-diversity by satellite imagery
    • Rocchini, D. Effects of spatial and spectral resolution in estimating ecosystem a-diversity by satellite imagery. Remote Sens. Environ. 2007, 111, 423-434.
    • (2007) Remote Sens. Environ. , vol.111 , pp. 423-434
    • Rocchini, D.1
  • 8
    • 41249092053 scopus 로고    scopus 로고
    • Modeling distribution of Amazonian tree species and diversity using remote sensing measurements
    • Saatchi, S.; Buermann, W.; ter Steeg, H.; Mori, S.; Smith, T.B. Modeling distribution of Amazonian tree species and diversity using remote sensing measurements. Remote Sens. Environ. 2008, 112, 2000-2017.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 2000-2017
    • Saatchi, S.1    Buermann, W.2    ter Steeg, H.3    Mori, S.4    Smith, T.B.5
  • 9
  • 10
    • 77949472930 scopus 로고    scopus 로고
    • Mapping continuous fields of forest alpha and beta diversity
    • Feilhauer, H.; Schmidtlein, S. Mapping continuous fields of forest alpha and beta diversity. Appl. Veg. Sci. 2009, 12, 429-439.
    • (2009) Appl. Veg. Sci. , vol.12 , pp. 429-439
    • Feilhauer, H.1    Schmidtlein, S.2
  • 11
    • 34249873497 scopus 로고    scopus 로고
    • Distance decay in spectral space in analyzing ecosystem β-diversity, Int
    • Rocchini, D. Distance decay in spectral space in analyzing ecosystem β-diversity, Int. J. Remote Sens. 2007, 28, 2635-2644.
    • (2007) J. Remote Sens. , vol.28 , pp. 2635-2644
    • Rocchini, D.1
  • 12
    • 0001226978 scopus 로고
    • Vegetation of the Siskiyou mountains, Oregon and California
    • Whittaker, R.H. Vegetation of the Siskiyou mountains, Oregon and California. Ecol. Monogr. 1960, 30, 279-338.
    • (1960) Ecol. Monogr. , vol.30 , pp. 279-338
    • Whittaker, R.H.1
  • 13
    • 34247340904 scopus 로고    scopus 로고
    • Using generalized dissimilarity modelling to analyse and predict patterns of beta diversity in regional biodiversity assessment
    • Ferrier, S.; Manion, G.; Elith, J.; Richardson, K. Using generalized dissimilarity modelling to analyse and predict patterns of beta diversity in regional biodiversity assessment. Divers. Distrib. 2007, 13, 252-264.
    • (2007) Divers. Distrib. , vol.13 , pp. 252-264
    • Ferrier, S.1    Manion, G.2    Elith, J.3    Richardson, K.4
  • 14
    • 21444447781 scopus 로고    scopus 로고
    • Hyperspectral discrimination of tropical rain forest tree species at leaf to crown scales
    • Clark, M.L.; Roberts, D.A.; Clark, D.B. Hyperspectral discrimination of tropical rain forest tree species at leaf to crown scales. Remote Sens. Environ. 2005, 96, 375-398.
    • (2005) Remote Sens. Environ. , vol.96 , pp. 375-398
    • Clark, M.L.1    Roberts, D.A.2    Clark, D.B.3
  • 15
    • 84870853956 scopus 로고    scopus 로고
    • Tree species discrimination in tropical forests using airborne imaging spectroscopy
    • Féret, J.B.; Asner, G.P. Tree species discrimination in tropical forests using airborne imaging spectroscopy. IEEE Trans. Geosci. Remote. Sens. 2012, 99, 1-12.
    • (2012) IEEE Trans. Geosci. Remote. Sens. , vol.99 , pp. 1-12
    • Féret, J.B.1    Asner, G.P.2
  • 16
    • 84859644121 scopus 로고    scopus 로고
    • Classification of savanna tree species, in the Greater Kruger National Park region, by integrating hyperspectral and LiDAR data in a random forest data mining environment
    • Naidoo, L.; Cho, M.A.; Mathieu, R.; Asner, G. Classification of savanna tree species, in the Greater Kruger National Park region, by integrating hyperspectral and LiDAR data in a random forest data mining environment. ISPRS J. Photogramm. 2012, 69, 167-179.
    • (2012) ISPRS J. Photogramm. , vol.69 , pp. 167-179
    • Naidoo, L.1    Cho, M.A.2    Mathieu, R.3    Asner, G.4
  • 17
    • 84870853911 scopus 로고    scopus 로고
    • Mapping savanna tree species at ecosystem scales using support vector machine classification and BRDF correction on airborne hyperspectral and LiDAR data
    • Colgan, M.S.; Baldeck, C.A.; Féret, J.-B.; Asner., G.P. Mapping savanna tree species at ecosystem scales using support vector machine classification and BRDF correction on airborne hyperspectral and LiDAR data. Remote Sens. 2012, 4, 3462-3480.
    • (2012) Remote Sens. , vol.4 , pp. 3462-3480
    • Colgan, M.S.1    Baldeck, C.A.2    Féret, J.-B.3    Asner, G.P.4
  • 18
    • 84880348788 scopus 로고    scopus 로고
    • Landscape-scale variation in plant community composition of an African savanna from airborne species mapping
    • in review.
    • Baldeck, C.A.; Colgan, M.S.; Féret, J.-B.; Levick, S.R.; Martin, R.E.; Asner, G.P. Landscape-scale variation in plant community composition of an African savanna from airborne species mapping. Ecol. Appl. 2013, in review.
    • (2013) Ecol. Appl.
    • Baldeck, C.A.1    Colgan, M.S.2    Féret, J.-B.3    Levick, S.R.4    Martin, R.E.5    Asner, G.P.6
  • 19
    • 0347179856 scopus 로고    scopus 로고
    • Opportunities for Long-Term Ecological Research at the Tallgrass Prairie Preserve, Oklahoma
    • In Proceedings of the ILTER Regional Workshop: Cooperation in Long Term Ecological Research in Central and Eastern Europe, Budapest, Hungary, 22-29 June
    • Palmer, M.W.; Wohlgemuth, T.; Earls, P.; Arévalo, J.R.; Thompson, S.D. Opportunities for Long-Term Ecological Research at the Tallgrass Prairie Preserve, Oklahoma. In Proceedings of the ILTER Regional Workshop: Cooperation in Long Term Ecological Research in Central and Eastern Europe, Budapest, Hungary, 22-29 June 1999; pp. 123-128.
    • (1999) , pp. 123-128
    • Palmer, M.W.1    Wohlgemuth, T.2    Earls, P.3    Arévalo, J.R.4    Thompson, S.D.5
  • 21
    • 45249096660 scopus 로고    scopus 로고
    • Carnegie Airborne Observatory: In-flight fusion of hyperspectral imaging and waveform light detection and ranging for three-dimensional studies of ecosystems
    • Asner, G.P.; Knapp, D.E.; Kennedy-Bowdoin, T.; Jones, M.O.; Martin, R.E.; Boardman, J.; Field, C.B. Carnegie Airborne Observatory: In-flight fusion of hyperspectral imaging and waveform light detection and ranging for three-dimensional studies of ecosystems. J. Appl. Remote Sens. 2007, 1, 013536.
    • (2007) J. Appl. Remote Sens. , vol.1 , pp. 013536
    • Asner, G.P.1    Knapp, D.E.2    Kennedy-Bowdoin, T.3    Jones, M.O.4    Martin, R.E.5    Boardman, J.6    Field, C.B.7
  • 22
    • 0000286531 scopus 로고
    • An ordination of upland forest communities of southern Wisconsin
    • Bray, J.R.; Curtis, J.T. An ordination of upland forest communities of southern Wisconsin. Ecol. Monogr. 1957, 27, 325-349.
    • (1957) Ecol. Monogr. , vol.27 , pp. 325-349
    • Bray, J.R.1    Curtis, J.T.2
  • 24
    • 4344614511 scopus 로고    scopus 로고
    • Classification of hyperspectral remote sensing images with support vector machines
    • Melgani, F.; Bruzzone, L. Classification of hyperspectral remote sensing images with support vector machines. IEEE Trans. Geosci. Remote Sens. 2004, 42, 1778-1790.
    • (2004) IEEE Trans. Geosci. Remote Sens. , vol.42 , pp. 1778-1790
    • Melgani, F.1    Bruzzone, L.2
  • 25
    • 79951950272 scopus 로고    scopus 로고
    • Support vector machines in remote sensing: A review
    • Mountrakis, G.; Im, J.; Ogole, C. Support vector machines in remote sensing: A review. ISPRS J. Photogramm. 2011, 66, 247-259.
    • (2011) ISPRS J. Photogramm. , vol.66 , pp. 247-259
    • Mountrakis, G.1    Im, J.2    Ogole, C.3
  • 26
    • 0020873775 scopus 로고
    • Landscapes of the Kruger National Park
    • Gertenbach, W.P.D. Landscapes of the Kruger National Park. Koedoe 1983, 26, 9-121.
    • (1983) Koedoe , vol.26 , pp. 9-121
    • Gertenbach, W.P.D.1
  • 27
    • 0347459419 scopus 로고    scopus 로고
    • The Kruger Experience: Ecology and Management of Savanna Heterogeneity
    • Island Press: Washington, DC, USA
    • Du Toit, J.T.; Rogers, K.H.; Biggs, H.C. The Kruger Experience: Ecology and Management of Savanna Heterogeneity; Island Press: Washington, DC, USA, 2003.
    • (2003)
    • Du Toit, J.T.1    Rogers, K.H.2    Biggs, H.C.3
  • 28
    • 34250926052 scopus 로고
    • The analysis of proximities: Multidimensional scaling with an unknown distance function
    • Shepard, R. The analysis of proximities: Multidimensional scaling with an unknown distance function. I. Psychometrika 1962, 27, 125-140.
    • (1962) I. Psychometrika , vol.27 , pp. 125-140
    • Shepard, R.1
  • 29
    • 0041654220 scopus 로고
    • Multidimensional scaling by optimizing goodness of fit to a nonmetric hypothesis
    • Kruskal, J.B. Multidimensional scaling by optimizing goodness of fit to a nonmetric hypothesis. Psychometrika 1964, 29, 1-27.
    • (1964) Psychometrika , vol.29 , pp. 1-27
    • Kruskal, J.B.1
  • 30
    • 2942519065 scopus 로고    scopus 로고
    • E1071: Miscellaneous Functions of the Department of Statistics (e1071)
    • Available online,(accessed on 10 December 2012)
    • Dimitriadou, E.; Hornik, K.; Leisch, F.; Meyer, D.; Weingessel, A. E1071: Miscellaneous Functions of the Department of Statistics (e1071). Available online: http://CRAN.R-project.org/ package=e1071 (accessed on 10 December 2012).
    • Dimitriadou, E.1    Hornik, K.2    Leisch, F.3    Meyer, D.4    Weingessel, A.5
  • 32
    • 84872612140 scopus 로고    scopus 로고
    • Raster: Geographic Analysis and Modeling with Raster Data
    • R Package Version 2.0-12. Available online: (accessed on 10 December 2012)
    • Hijmans, R.J.; van Etten, J. Raster: Geographic Analysis and Modeling with Raster Data. R Package Version 2.0-12. Available online: http://CRAN.R-project.org/package=raster (accessed on 10 December 2012).
    • Hijmans, R.J.1    van Etten, J.2
  • 33
    • 84863304598 scopus 로고    scopus 로고
    • R: A Language and Environment for Statistical Computing-R Foundation for Statistical Computing
    • R Development Core Team.,Available online: (accessed on 14 November 2012)
    • R Development Core Team. R: A Language and Environment for Statistical Computing-R Foundation for Statistical Computing. 2012. Available online: http://www.R-project.org/ (accessed on 14 November 2012).
    • (2012)
  • 34
    • 63849149596 scopus 로고    scopus 로고
    • Airborne spectranomics: Mapping canopy chemical and taxonomic diversity in tropical forests
    • Asner, G.P.; Martin, R.E. Airborne spectranomics: Mapping canopy chemical and taxonomic diversity in tropical forests. Front. Ecol. Environ. 2009, 7, 269-276.
    • (2009) Front. Ecol. Environ. , vol.7 , pp. 269-276
    • Asner, G.P.1    Martin, R.E.2
  • 36
    • 0034636577 scopus 로고    scopus 로고
    • Systematic conservation planning
    • Margules, C.R.; Pressey, R.L. Systematic conservation planning. Nature 2000, 405, 243-253.
    • (2000) Nature , vol.405 , pp. 243-253
    • Margules, C.R.1    Pressey, R.L.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.