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Volumn 30, Issue 4, 2015, Pages 457-471

Employing ground and satellite-based QuickBird data and random forest to discriminate five tree species in a Southern African Woodland

Author keywords

hyperspectral; QuickBird; random forest; resampling; tree species

Indexed keywords


EID: 84925259431     PISSN: 10106049     EISSN: None     Source Type: Journal    
DOI: 10.1080/10106049.2014.885589     Document Type: Article
Times cited : (39)

References (48)
  • 1
    • 70350618328 scopus 로고    scopus 로고
    • Spectral discrimination of papyrus vegetation (Cyperus papyrus L.) in swamp wetlands using field spectrometry
    • Adam E, Mutanga O. 2009. Spectral discrimination of papyrus vegetation (Cyperus papyrus L.) in swamp wetlands using field spectrometry. ISPRS J Photogrammetry Remote Sens. 64:612–620.10.1016/j.isprsjprs.2009.04.004
    • (2009) ISPRS J Photogrammetry Remote Sens , vol.64 , pp. 612-620
    • Adam, E.1    Mutanga, O.2
  • 3
    • 82155171319 scopus 로고    scopus 로고
    • Discriminating the papyrus vegetation (Cyperus papyrus L.) and its co-existent species using random forest and hyperspectral data resampled to HYMAP
    • Adam EM, Mutanga O, Rugege D, Ismail R. 2012. Discriminating the papyrus vegetation (Cyperus papyrus L.) and its co-existent species using random forest and hyperspectral data resampled to HYMAP. Int J Remote Sens. 33:552–569.10.1080/01431161.2010.543182
    • (2012) Int J Remote Sens , vol.33 , pp. 552-569
    • Adam, E.M.1    Mutanga, O.2    Rugege, D.3    Ismail, R.4
  • 4
    • 84889690884 scopus 로고    scopus 로고
    • A Review of Remote Sensing of Insect Defoliation and its Implications for the Detection and Mapping of Imbrasia belina Defoliation of Mopane Woodland
    • Adelabu S, Mutanga O, Cho MA. 2012. A Review of Remote Sensing of Insect Defoliation and its Implications for the Detection and Mapping of Imbrasia belina Defoliation of Mopane Woodland. Afr J Plant Sci Biotechnol. 6:1–13.
    • (2012) Afr J Plant Sci Biotechnol , vol.6 , pp. 1-13
    • Adelabu, S.1    Mutanga, O.2    Cho, M.A.3
  • 5
    • 84890064392 scopus 로고    scopus 로고
    • Exploiting machine learning algorithms for tree species classification in a semi-arid woodland using RapidEye image
    • Adelabu S, Mutanga O, Adam E, Cho MA. 2013. Exploiting machine learning algorithms for tree species classification in a semi-arid woodland using RapidEye image. J Appl Remote Sens. 7:073480.
    • (2013) J Appl Remote Sens , vol.7 , pp. 073480
    • Adelabu, S.1    Mutanga, O.2    Adam, E.3    Cho, M.A.4
  • 8
    • 3242731593 scopus 로고    scopus 로고
    • Comparison of simulated IKONOS and SPOT HRV imagery for classifying urban areas
    • London: Taylor and Francis
    • Aplin P. 2003. Comparison of simulated IKONOS and SPOT HRV imagery for classifying urban areas. Remotely sensed cities. London: Taylor and Francis; p. 23–44.
    • (2003) Remotely sensed cities , pp. 23-44
    • Aplin, P.1
  • 10
    • 63849149596 scopus 로고    scopus 로고
    • Airborne spectranomics: Mapping canopy chemical and taxonomic diversity in tropical forests
    • Asner GP, Martin RE. 2009. Airborne spectranomics: Mapping canopy chemical and taxonomic diversity in tropical forests. Front Ecol Environ. 7:269–276.10.1890/070152
    • (2009) Front Ecol Environ , vol.7 , pp. 269-276
    • Asner, G.P.1    Martin, R.E.2
  • 11
    • 37249001235 scopus 로고    scopus 로고
    • Crown‐scale evaluation of spectral indices for defoliated and discoloured eucalypts
    • Barry K, Stone C, Mohammed C. 2008. Crown‐scale evaluation of spectral indices for defoliated and discoloured eucalypts. Int J Remote Sens. 29:47–69.10.1080/01431160701281056
    • (2008) Int J Remote Sens , vol.29 , pp. 47-69
    • Barry, K.1    Stone, C.2    Mohammed, C.3
  • 13
    • 0003796023 scopus 로고
    • Gaborone: Department of Meteorological Services, Ministry of Works and Communication/Department of Meteorological Services
    • Bhalotra YPR. 1987. Climate of Botswana, part 2: elements of climate. Gaborone: Department of Meteorological Services, Ministry of Works and Communication/Department of Meteorological Services.
    • (1987) Climate of Botswana, part 2: elements of climate
    • Bhalotra, Y.P.R.1
  • 14
    • 77952089212 scopus 로고
    • Gaborone: Ministry of Agriculture
    • Botswana Range Inventory and Monitoring Project. 1995. Inception report. Gaborone: Ministry of Agriculture.
    • (1995) Inception report
  • 15
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman L. 2001. Random forests. Mach Learn. 45:5–32.10.1023/A:1010933404324
    • (2001) Mach Learn , vol.45 , pp. 5-32
    • Breiman, L.1
  • 16
    • 43949125818 scopus 로고    scopus 로고
    • Evaluation of random forest and Adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery
    • Chan JCW, Paelinckx D. 2008. Evaluation of random forest and Adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery. Remote Sens Environ. 112:2999–3011.10.1016/j.rse.2008.02.011
    • (2008) Remote Sens Environ , vol.112 , pp. 2999-3011
    • Chan, J.C.W.1    Paelinckx, D.2
  • 17
    • 33644781472 scopus 로고    scopus 로고
    • A new technique for extracting the red edge position from hyperspectral data: the linear extrapolation method
    • Cho M, Skidmore A. 2006. A new technique for extracting the red edge position from hyperspectral data: the linear extrapolation method. Remote Sens Environ. 101:181–193.10.1016/j.rse.2005.12.011
    • (2006) Remote Sens Environ , vol.101 , pp. 181-193
    • Cho, M.1    Skidmore, A.2
  • 19
    • 70349218764 scopus 로고    scopus 로고
    • Classification of tropical trees growing in a sanctuary using Hyperion (EO-1) and SAM algorithm
    • Christian B, Krishnayya NSR. 2009. Classification of tropical trees growing in a sanctuary using Hyperion (EO-1) and SAM algorithm. Curr Sci. 96:1601–1607.
    • (2009) Curr Sci , vol.96 , pp. 1601-1607
    • Christian, B.1    Krishnayya, N.S.R.2
  • 20
    • 0003089791 scopus 로고    scopus 로고
    • Comparison of methods for detecting conifer forest change with thematic mapper imagery
    • Lunetta CD, Elvidge RS, (eds), Chelsea, MI: Ann Arbor Press
    • Cohen WB, Fiorella M. 1998. Comparison of methods for detecting conifer forest change with thematic mapper imagery. In: Lunetta CD, Elvidge RS, editors. Remote sensing change detection: environmental monitoring methods and applications. Chelsea, MI: Ann Arbor Press; p. 89–102.
    • (1998) Remote sensing change detection: environmental monitoring methods and applications , pp. 89-102
    • Cohen, W.B.1    Fiorella, M.2
  • 25
    • 15744384678 scopus 로고    scopus 로고
    • Hyperspectral data processing for repeat detection of small infestations of leafy spurge
    • Glenn NF, Mundt JT, Weber KT, Prather TS, Lass LW, Pettingill J. 2005. Hyperspectral data processing for repeat detection of small infestations of leafy spurge. Remote Sens Environ. 95:399–412.10.1016/j.rse.2005.01.003
    • (2005) Remote Sens Environ , vol.95 , pp. 399-412
    • Glenn, N.F.1    Mundt, J.T.2    Weber, K.T.3    Prather, T.S.4    Lass, L.W.5    Pettingill, J.6
  • 27
    • 80051776645 scopus 로고    scopus 로고
    • Discriminating the early stages of Sirex noctilio infestation using classification tree ensembles and shortwave infrared bands
    • Ismail R, Mutanga O. 2011. Discriminating the early stages of Sirex noctilio infestation using classification tree ensembles and shortwave infrared bands. Int J Remote Sens. 32:4249–4266.10.1080/01431161.2010.486413
    • (2011) Int J Remote Sens , vol.32 , pp. 4249-4266
    • Ismail, R.1    Mutanga, O.2
  • 28
    • 77952065123 scopus 로고    scopus 로고
    • Determining the optimal resolution of remotely sensed data for the detection of Sirex noctilio infestations in Pinus patula plantations in KwaZulu-Natal, South Africa
    • Ismail R, Mutanga O, Kumar L, Bob U. 2008. Determining the optimal resolution of remotely sensed data for the detection of Sirex noctilio infestations in Pinus patula plantations in KwaZulu-Natal, South Africa. S Afr Geog J. 90:196–204.
    • (2008) S Afr Geog J , vol.90 , pp. 196-204
    • Ismail, R.1    Mutanga, O.2    Kumar, L.3    Bob, U.4
  • 29
    • 34347331344 scopus 로고    scopus 로고
    • Hyperspectral discrimination of tropical dry forest lianas and trees: comparative data reduction approaches at the leaf and canopy levels
    • Kalacska M, Bohlman S, Sanchez-Azofeifa GA, Castro-Esau K, Caelli T. 2007. Hyperspectral discrimination of tropical dry forest lianas and trees: comparative data reduction approaches at the leaf and canopy levels. Remote Sens Environ. 109:406–415.10.1016/j.rse.2007.01.012
    • (2007) Remote Sens Environ , vol.109 , pp. 406-415
    • Kalacska, M.1    Bohlman, S.2    Sanchez-Azofeifa, G.A.3    Castro-Esau, K.4    Caelli, T.5
  • 30
    • 84868625275 scopus 로고    scopus 로고
    • Forest species classification and tree crown delineation using QuickBird imagery
    • Bethesda M, (ed), Tampa (FL):
    • Ke Y, Quackenbush LJ. 2007. Forest species classification and tree crown delineation using QuickBird imagery. In: Bethesda M, editors. Proceedings of the Proceedings of the 2007 ASPRS Annual Conference; May 7–11; Tampa (FL): American Society for Photogrammetry and Remote Sensing.
    • (2007) Proceedings of the Proceedings of the 2007 ASPRS Annual Conference
    • Ke, Y.1    Quackenbush, L.J.2
  • 31
    • 31344453556 scopus 로고    scopus 로고
    • Mapping invasive plants using hyperspectral imagery and Breiman Cutler classifications (randomForest)
    • Lawrence RL, Wood SD, Sheley RL. 2006. Mapping invasive plants using hyperspectral imagery and Breiman Cutler classifications (randomForest). Remote Sens Environ. 100:356–362.10.1016/j.rse.2005.10.014
    • (2006) Remote Sens Environ , vol.100 , pp. 356-362
    • Lawrence, R.L.1    Wood, S.D.2    Sheley, R.L.3
  • 32
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by random Forest
    • Liaw A, Wiener M. 2002. Classification and regression by random Forest. R News. 2:18–22.
    • (2002) R News , vol.2 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 33
    • 39749162214 scopus 로고    scopus 로고
    • Object-based classification using Quickbird imagery for delineating forest vegetation polygons in a Mediterranean test site
    • Mallinis G, Koutsias N, Tsakiri-Strati M, Karteris M. 2008. Object-based classification using Quickbird imagery for delineating forest vegetation polygons in a Mediterranean test site. ISPRS J Photogrammetry Remote Sens. 63:237–250.
    • (2008) ISPRS J Photogrammetry Remote Sens , vol.63 , pp. 237-250
    • Mallinis, G.1    Koutsias, N.2    Tsakiri-Strati, M.3    Karteris, M.4
  • 34
    • 84860222532 scopus 로고    scopus 로고
    • Discriminating indicator grass species for rangeland degradation assessment using hyperspectral data resampled to AISA Eagle resolution
    • Mansour K, Mutanga O, Everson T, Adam E. 2012. Discriminating indicator grass species for rangeland degradation assessment using hyperspectral data resampled to AISA Eagle resolution. ISPRS J Photogrammetry Remote Sens. 70:56–65.10.1016/j.isprsjprs.2012.03.006
    • (2012) ISPRS J Photogrammetry Remote Sens , vol.70 , pp. 56-65
    • Mansour, K.1    Mutanga, O.2    Everson, T.3    Adam, E.4
  • 35
    • 79952636914 scopus 로고    scopus 로고
    • Seed treatments for enhancing germination of Colophospermum mopane seeds: a multipurpose tree in Botswana
    • Mojeremane W, Kgathi T. 2005. Seed treatments for enhancing germination of Colophospermum mopane seeds: a multipurpose tree in Botswana. J Biol Sci. 5:309–311.
    • (2005) J Biol Sci , vol.5 , pp. 309-311
    • Mojeremane, W.1    Kgathi, T.2
  • 36
    • 36448971217 scopus 로고    scopus 로고
    • Discriminating tropical grass canopies grown under different nitrogen treatments using spectra resampled to HYMAP
    • Mutanga O. 2005. Discriminating tropical grass canopies grown under different nitrogen treatments using spectra resampled to HYMAP. Int J Geoinf. 1:21–32.
    • (2005) Int J Geoinf , vol.1 , pp. 21-32
    • Mutanga, O.1
  • 37
    • 1242322054 scopus 로고    scopus 로고
    • Integrating imaging spectroscopy and neural networks to map grass quality in the Kruger National Park, South Africa
    • Mutanga O, Skidmore AK. 2004. Integrating imaging spectroscopy and neural networks to map grass quality in the Kruger National Park, South Africa. Remote Sens Environ. 90:104–115.10.1016/j.rse.2003.12.004
    • (2004) Remote Sens Environ , vol.90 , pp. 104-115
    • Mutanga, O.1    Skidmore, A.K.2
  • 39
    • 79954993709 scopus 로고    scopus 로고
    • Random forests ensemble classifier trained with data resampling strategy to improve cardiac arrhythmia diagnosis
    • Özçift A. 2011. Random forests ensemble classifier trained with data resampling strategy to improve cardiac arrhythmia diagnosis. Comput Biol Med. 41:265–271.
    • (2011) Comput Biol Med , vol.41 , pp. 265-271
    • Özçift, A.1
  • 41
    • 1342267073 scopus 로고    scopus 로고
    • Interpretation of mopane woodlands using air photos with implications on satellite image classification
    • Sebego RJ, Arnberg W. 2002. Interpretation of mopane woodlands using air photos with implications on satellite image classification. Int J Appl Earth Obs Geoinf. 4:119–135.10.1016/S0303-2434(02)00009-0
    • (2002) Int J Appl Earth Obs Geoinf , vol.4 , pp. 119-135
    • Sebego, R.J.1    Arnberg, W.2
  • 42
    • 77952078792 scopus 로고    scopus 로고
    • Mapping of Colophospermum mopane using landsat tm in eastern Botswana
    • Sebego RJ, Arnberg W, Lunden B, Ringrose S. 2008. Mapping of Colophospermum mopane using landsat tm in eastern Botswana. S Afr Geog J. 90:41–53.10.1080/03736245.2008.9725310
    • (2008) S Afr Geog J , vol.90 , pp. 41-53
    • Sebego, R.J.1    Arnberg, W.2    Lunden, B.3    Ringrose, S.4
  • 44
    • 0033970477 scopus 로고    scopus 로고
    • Hyperspectral vegetation indices and their relationships with agricultural crop characteristics
    • Thenkabail PS, Smith RB, De Pauw ED. 2000. Hyperspectral vegetation indices and their relationships with agricultural crop characteristics. Remote Sens Environ. 71:158–182.10.1016/S0034-4257(99)00067-X
    • (2000) Remote Sens Environ , vol.71 , pp. 158-182
    • Thenkabail, P.S.1    Smith, R.B.2    De Pauw, E.D.3
  • 47
    • 36448972759 scopus 로고    scopus 로고
    • Induced chemical defences in Colophospermum mopane trees
    • Wessels DCJ, van der Waal C, de Boer WD. 2007. Induced chemical defences in Colophospermum mopane trees. Afr J Range Forage Sci. 24:141–147.10.2989/AJRFS.2007.24.3.4.297
    • (2007) Afr J Range Forage Sci , vol.24 , pp. 141-147
    • Wessels, D.C.J.1    van der Waal, C.2    de Boer, W.D.3


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