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Volumn 32, Issue 2, 2012, Pages 420-432

Mapping rubber tree growth in mainland Southeast Asia using time-series MODIS 250 m NDVI and statistical data

Author keywords

Mahalanobis typicality; MODIS; NDVI; Rubber tree mapping; Southeast Asia

Indexed keywords

GROWTH RATE; LAND USE CHANGE; MAPPING; MODIS; NDVI; REMOTE SENSING; RUBBER; STATISTICAL ANALYSIS; TIME SERIES; TREE;

EID: 79960471441     PISSN: 01436228     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.apgeog.2011.06.018     Document Type: Article
Times cited : (261)

References (69)
  • 1
    • 20944440113 scopus 로고    scopus 로고
    • GLC2000: a new approach to global land cover mapping from earth observation data
    • Bartholome E., Belward A.S. GLC2000: a new approach to global land cover mapping from earth observation data. International Journal of Remote Sensing 2005, 26(9-10):1959-1977.
    • (2005) International Journal of Remote Sensing , vol.26 , Issue.9-10 , pp. 1959-1977
    • Bartholome, E.1    Belward, A.S.2
  • 3
    • 0031191630 scopus 로고    scopus 로고
    • The use of the area under the ROC curve in the evaluation of machine learning algorithms
    • Bradley A.P. The use of the area under the ROC curve in the evaluation of machine learning algorithms. Pattern Recognition 1997, 30:1145-1159.
    • (1997) Pattern Recognition , vol.30 , pp. 1145-1159
    • Bradley, A.P.1
  • 4
    • 34247504106 scopus 로고    scopus 로고
    • Multi-temporal, moderate spatial resolution remote sensing of modern agricultural production and land modification in the Brazilian Amazon
    • Brown J.C., Jepson W.E., Kastens J.H., Wardlow B.D., Lomas J., Price K.P. Multi-temporal, moderate spatial resolution remote sensing of modern agricultural production and land modification in the Brazilian Amazon. GIScience and Remote Sensing 2007, 44(2):117-148.
    • (2007) GIScience and Remote Sensing , vol.44 , Issue.2 , pp. 117-148
    • Brown, J.C.1    Jepson, W.E.2    Kastens, J.H.3    Wardlow, B.D.4    Lomas, J.5    Price, K.P.6
  • 5
    • 36448968934 scopus 로고    scopus 로고
    • Corn and soybean mapping in the United States using MODIS time-series data sets
    • Chang J., Hansen M.C., Pittman K., Carroll M., DiMiceli C. Corn and soybean mapping in the United States using MODIS time-series data sets. Agronomy Journal 2007, 99:654-1664.
    • (2007) Agronomy Journal , vol.99 , pp. 654-1664
    • Chang, J.1    Hansen, M.C.2    Pittman, K.3    Carroll, M.4    DiMiceli, C.5
  • 6
    • 78649466505 scopus 로고    scopus 로고
    • Monitoring of soil moisture variability in relation to rice cropping systems in the Vietnamese Mekong Delta using MODIS data
    • Chen C.F., Son N.T., Chang L.Y., Chen C.C. Monitoring of soil moisture variability in relation to rice cropping systems in the Vietnamese Mekong Delta using MODIS data. Applied Geography 2011, 31(2):463-475.
    • (2011) Applied Geography , vol.31 , Issue.2 , pp. 463-475
    • Chen, C.F.1    Son, N.T.2    Chang, L.Y.3    Chen, C.C.4
  • 7
    • 77956180602 scopus 로고    scopus 로고
    • A scalable approach to mapping annual land cover at 250 m using MODIS time series data: a case study in the dry Chaco ecoregion of South America
    • Clark M.L., Aideb T.M., Grauc H.R., Riner G. A scalable approach to mapping annual land cover at 250 m using MODIS time series data: a case study in the dry Chaco ecoregion of South America. Remote Sensing of Environment 2010, 114:2816-2832.
    • (2010) Remote Sensing of Environment , vol.114 , pp. 2816-2832
    • Clark, M.L.1    Aideb, T.M.2    Grauc, H.R.3    Riner, G.4
  • 8
    • 0026278621 scopus 로고
    • A review of assessing the accuracy of classifications of remotely sensed data
    • Congalton R.G. A review of assessing the accuracy of classifications of remotely sensed data. Remote Sensing of Environment 1991, 37:35-46.
    • (1991) Remote Sensing of Environment , vol.37 , pp. 35-46
    • Congalton, R.G.1
  • 9
    • 6344256799 scopus 로고    scopus 로고
    • Efficiency and accuracy of per-field classification for operational crop mapping
    • De Wit A.J.W., Clevers J.G.P.W. Efficiency and accuracy of per-field classification for operational crop mapping. International Journal of Remote Sensing 2004, 25:4091-4112.
    • (2004) International Journal of Remote Sensing , vol.25 , pp. 4091-4112
    • De Wit, A.J.W.1    Clevers, J.G.P.W.2
  • 11
    • 0036827910 scopus 로고    scopus 로고
    • Bayesian soft classification for sub-pixel analysis: a critical evaluation
    • Eastman J.R., Laney R.M. Bayesian soft classification for sub-pixel analysis: a critical evaluation. Photogrammetric Engineering and Remote Sensing 2002, 68:1149-1154.
    • (2002) Photogrammetric Engineering and Remote Sensing , vol.68 , pp. 1149-1154
    • Eastman, J.R.1    Laney, R.M.2
  • 14
    • 84884937700 scopus 로고    scopus 로고
    • Rubber agroforest identification using object-based classification in Bungo District, Jambi, Indonesia.
    • The 25th Asian conference on remote sensing, Chiang Mai, Thailand, 22-26 November 2004. Available at
    • Ekandinata, A., Widayati, A., Vincent, G. (2004). Rubber agroforest identification using object-based classification in Bungo District, Jambi, Indonesia. The 25th Asian conference on remote sensing, Chiang Mai, Thailand, 22-26 November 2004. Available at http://earth.definiens.com/sites/default/files/289_c_2_4.pdf.
    • (2004)
    • Ekandinata, A.1    Widayati, A.2    Vincent, G.3
  • 15
    • 0027007203 scopus 로고
    • Derivation and applications of probabilistic measures of class membership from the maximum likelihood classification
    • Foody G.M., Campbell N.A., Trodd N.M., Wood T.F. Derivation and applications of probabilistic measures of class membership from the maximum likelihood classification. Photogrammetric Engineering and Remote Sensing 1992, 58:1335-1341.
    • (1992) Photogrammetric Engineering and Remote Sensing , vol.58 , pp. 1335-1341
    • Foody, G.M.1    Campbell, N.A.2    Trodd, N.M.3    Wood, T.F.4
  • 16
    • 0033005338 scopus 로고    scopus 로고
    • The continuum of classification fuzziness in thematic mapping
    • Foody G.M. The continuum of classification fuzziness in thematic mapping. Photogrammetric Engineering and Remote Sensing 1999, 65:443-451.
    • (1999) Photogrammetric Engineering and Remote Sensing , vol.65 , pp. 443-451
    • Foody, G.M.1
  • 17
    • 0037144618 scopus 로고    scopus 로고
    • Hard and soft classifications by a neural network with a non-exhaustively defined set of classes
    • Foody G.M. Hard and soft classifications by a neural network with a non-exhaustively defined set of classes. International Journal of Remote Sensing 2002, 23:3853-3864.
    • (2002) International Journal of Remote Sensing , vol.23 , pp. 3853-3864
    • Foody, G.M.1
  • 18
    • 26244434200 scopus 로고    scopus 로고
    • Land-use and land-cover change in Montane Mainland Southeast Asia
    • Fox J., Vogler J. Land-use and land-cover change in Montane Mainland Southeast Asia. Environmental Management 2005, 36:394-403.
    • (2005) Environmental Management , vol.36 , pp. 394-403
    • Fox, J.1    Vogler, J.2
  • 20
    • 0344972104 scopus 로고    scopus 로고
    • Decision tree classification of land cover from remotely sensed data
    • Friedl M.A., Brodley C.E. Decision tree classification of land cover from remotely sensed data. Remote Sensing of Environment 1997, 61:399-409.
    • (1997) Remote Sensing of Environment , vol.61 , pp. 399-409
    • Friedl, M.A.1    Brodley, C.E.2
  • 22
    • 81255132058 scopus 로고    scopus 로고
    • Global Land Cover 2000-Southeast Asia. European Commission, Joint Research Centre. Available at
    • Global Land Cover 2000-Southeast Asia. (2003). European Commission, Joint Research Centre. Available at http://bioval.jrc.ec.europa.eu/products/glc2000/glc2000.php.
    • (2003)
  • 24
    • 0029667616 scopus 로고    scopus 로고
    • Classification trees: an alternative to traditional land cover classifiers
    • Hansen M., Dubayah R., Defries R. Classification trees: an alternative to traditional land cover classifiers. International Journal of Remote Sensing 1996, 17:1075-1081.
    • (1996) International Journal of Remote Sensing , vol.17 , pp. 1075-1081
    • Hansen, M.1    Dubayah, R.2    Defries, R.3
  • 26
    • 41349115888 scopus 로고    scopus 로고
    • A method for integrating MODIS and Landsat data for systematic monitoring of forest cover and change in the Congo Basin
    • Hansen M.C., Roy D.P., Lindquist E.J., Adusei B., Justice C.O., Altstatt A. A method for integrating MODIS and Landsat data for systematic monitoring of forest cover and change in the Congo Basin. Remote Sensing of Environment 2008, 112:2495-2513.
    • (2008) Remote Sensing of Environment , vol.112 , pp. 2495-2513
    • Hansen, M.C.1    Roy, D.P.2    Lindquist, E.J.3    Adusei, B.4    Justice, C.O.5    Altstatt, A.6
  • 29
    • 53649083931 scopus 로고    scopus 로고
    • Impact of land use and land cover changes on ecosystem services in Menglun, Xishuangbanna, Southwest China
    • Hu H., Liu W., Cao M. Impact of land use and land cover changes on ecosystem services in Menglun, Xishuangbanna, Southwest China. Environmental Monitoring and Assessment 2008, 46:147-156.
    • (2008) Environmental Monitoring and Assessment , vol.46 , pp. 147-156
    • Hu, H.1    Liu, W.2    Cao, M.3
  • 30
    • 81255139807 scopus 로고    scopus 로고
    • Rubber in Laos-Detection of actual and assessment of potential plantations in Lao PDR using GIS and remote sensing technologies.
    • Master's thesis, Centre for Development and Environment, University of Bern, Bern, Switzerland.
    • Hurni, K. (2008). Rubber in Laos-Detection of actual and assessment of potential plantations in Lao PDR using GIS and remote sensing technologies. Master's thesis, Centre for Development and Environment, University of Bern, Bern, Switzerland.
    • (2008)
    • Hurni, K.1
  • 31
    • 4344667562 scopus 로고    scopus 로고
    • Human environment interactions, remote sensing, and artificial neural networks: modeling longleaf pine sandhill leaf area and burn history in North-Central Florida
    • Jensen R.R., Gatrell J.D. Human environment interactions, remote sensing, and artificial neural networks: modeling longleaf pine sandhill leaf area and burn history in North-Central Florida. GIScience & Remote Sensing 2004, 41(2):155-164.
    • (2004) GIScience & Remote Sensing , vol.41 , Issue.2 , pp. 155-164
    • Jensen, R.R.1    Gatrell, J.D.2
  • 32
    • 39749112645 scopus 로고    scopus 로고
    • The availability of cloud-free Landsat ETM+ data over the conterminous United States and globally
    • Ju J., Roy D. The availability of cloud-free Landsat ETM+ data over the conterminous United States and globally. Remote Sensing of Environment 2008, 112:1196-1211.
    • (2008) Remote Sensing of Environment , vol.112 , pp. 1196-1211
    • Ju, J.1    Roy, D.2
  • 33
    • 77449098539 scopus 로고    scopus 로고
    • New approaches in estimating rubberwood standing volume using airborne hyperspectral sensing
    • Jusoff K., Yusoff M.H.M. New approaches in estimating rubberwood standing volume using airborne hyperspectral sensing. Modern Applied Science 2009, 3(4):62-70.
    • (2009) Modern Applied Science , vol.3 , Issue.4 , pp. 62-70
    • Jusoff, K.1    Yusoff, M.H.M.2
  • 34
    • 77952135894 scopus 로고    scopus 로고
    • Land use changes in the uplands of Southeast Asia: proximate and distant causes
    • Leisz S.J., Yasuyuki K., Fox J., Masayuki Y., Rambo T.A. Land use changes in the uplands of Southeast Asia: proximate and distant causes. Southeast Asian Studies 2009, 47(3):237-243.
    • (2009) Southeast Asian Studies , vol.47 , Issue.3 , pp. 237-243
    • Leisz, S.J.1    Yasuyuki, K.2    Fox, J.3    Masayuki, Y.4    Rambo, T.A.5
  • 35
    • 34249732710 scopus 로고    scopus 로고
    • Demand for rubber is causing the loss of high diversity rain forest in SW China
    • Li H., Aide T.M., Ma Y., Liu W. Demand for rubber is causing the loss of high diversity rain forest in SW China. Biodiversity Conservation 2007, 16:1731-1745.
    • (2007) Biodiversity Conservation , vol.16 , pp. 1731-1745
    • Li, H.1    Aide, T.M.2    Ma, Y.3    Liu, W.4
  • 36
    • 38749099749 scopus 로고    scopus 로고
    • Past, present and future land-use in Xishuangbanna, China and the implications for carbon dynamics
    • Li H., Ma Y., Aide T.M., Liu W. Past, present and future land-use in Xishuangbanna, China and the implications for carbon dynamics. Forest Ecology and Management 2008, 255:16-24.
    • (2008) Forest Ecology and Management , vol.255 , pp. 16-24
    • Li, H.1    Ma, Y.2    Aide, T.M.3    Liu, W.4
  • 37
    • 57649112678 scopus 로고    scopus 로고
    • Fuzzy ARTMAP based neurocomputational spatial uncertainty measures
    • Li Z. Fuzzy ARTMAP based neurocomputational spatial uncertainty measures. Photogrammetric Engineering and Remote Sensing 2008, 74:1573-1584.
    • (2008) Photogrammetric Engineering and Remote Sensing , vol.74 , pp. 1573-1584
    • Li, Z.1
  • 38
    • 77956647030 scopus 로고    scopus 로고
    • Commitment and typicality measures for the self-organizing map
    • Li Z., Eastman J.R. Commitment and typicality measures for the self-organizing map. International Journal of Remote Sensing 2010, 31(16):4265-4280.
    • (2010) International Journal of Remote Sensing , vol.31 , Issue.16 , pp. 4265-4280
    • Li, Z.1    Eastman, J.R.2
  • 39
    • 80054999744 scopus 로고    scopus 로고
    • Integrating Mahalanobis typicalities with a neural network for rubber distribution mapping
    • Li Z., Fox J.M. Integrating Mahalanobis typicalities with a neural network for rubber distribution mapping. Remote Sensing Letters 2011, 2:157-166.
    • (2011) Remote Sensing Letters , vol.2 , pp. 157-166
    • Li, Z.1    Fox, J.M.2
  • 42
    • 68149089586 scopus 로고    scopus 로고
    • Addicted to rubber
    • Mann C.C. Addicted to rubber. Science 2009, 325:565-566.
    • (2009) Science , vol.325 , pp. 565-566
    • Mann, C.C.1
  • 43
    • 67651151072 scopus 로고    scopus 로고
    • Swidden change in Southeast Asia: understanding causes and consequences
    • Mertz O., Padoch C., Fox J., Cramb R.A., Leisz S.J., Lam N.T., et al. Swidden change in Southeast Asia: understanding causes and consequences. Human Ecology 2009, 37:259-264.
    • (2009) Human Ecology , vol.37 , pp. 259-264
    • Mertz, O.1    Padoch, C.2    Fox, J.3    Cramb, R.A.4    Leisz, S.J.5    Lam, N.T.6
  • 45
    • 0141744794 scopus 로고    scopus 로고
    • Using the relative operating characteristic to quantify certainty in prediction of location of land cover change in India
    • Pontius R.G., Batchu K. Using the relative operating characteristic to quantify certainty in prediction of location of land cover change in India. Transactions in GIS 2003, 7:467-484.
    • (2003) Transactions in GIS , vol.7 , pp. 467-484
    • Pontius, R.G.1    Batchu, K.2
  • 46
    • 0343724635 scopus 로고    scopus 로고
    • Land-cover change model validation by an ROC method for the Ipswich watershed, Massachusetts, USA
    • Pontius R.G., Schneider L.C. Land-cover change model validation by an ROC method for the Ipswich watershed, Massachusetts, USA. Agriculture, Ecosystems and Environment 2001, 85:239-248.
    • (2001) Agriculture, Ecosystems and Environment , vol.85 , pp. 239-248
    • Pontius, R.G.1    Schneider, L.C.2
  • 48
    • 81255139806 scopus 로고    scopus 로고
    • Provincial Agriculture and Forestry Offices, Laos
    • Rubber Plantation in Lao PDR 2008, Provincial Agriculture and Forestry Offices, Laos.
    • (2008) Rubber Plantation in Lao PDR
  • 49
    • 58249096050 scopus 로고    scopus 로고
    • Where the rubber meets the garden
    • Qiu J. Where the rubber meets the garden. Nature 2009, 457:246-247.
    • (2009) Nature , vol.457 , pp. 246-247
    • Qiu, J.1
  • 50
    • 33744584654 scopus 로고
    • Induction of decision trees
    • Quinlan J.R. Induction of decision trees. Machine Learning 1986, 1:81-106.
    • (1986) Machine Learning , vol.1 , pp. 81-106
    • Quinlan, J.R.1
  • 51
    • 3042739504 scopus 로고    scopus 로고
    • Estimating inter-annual crop area variation using multi-resolution satellite sensor images
    • Rembold F., Maselli F. Estimating inter-annual crop area variation using multi-resolution satellite sensor images. International Journal of Remote Sensing 2004, 25:2641-2647.
    • (2004) International Journal of Remote Sensing , vol.25 , pp. 2641-2647
    • Rembold, F.1    Maselli, F.2
  • 52
    • 30544453603 scopus 로고    scopus 로고
    • Estimation of inter-annual crop area variation by the application of spectral angle mapping to low resolution multitemporal NDVI images
    • Rembold F., Maselli F. Estimation of inter-annual crop area variation by the application of spectral angle mapping to low resolution multitemporal NDVI images. Photogrammetric Engineering and Remote Sensing 2006, 72:55-62.
    • (2006) Photogrammetric Engineering and Remote Sensing , vol.72 , pp. 55-62
    • Rembold, F.1    Maselli, F.2
  • 58
    • 77956650486 scopus 로고    scopus 로고
    • Relating plant diversity to biomass and soil erosion in cultivated landscape of the eastern seaboard region of Thailand
    • Shrestha R.P., Schmidt-Vogt D., Gnanavelrajah N. Relating plant diversity to biomass and soil erosion in cultivated landscape of the eastern seaboard region of Thailand. Applied Geography 2010, 30:606-617.
    • (2010) Applied Geography , vol.30 , pp. 606-617
    • Shrestha, R.P.1    Schmidt-Vogt, D.2    Gnanavelrajah, N.3
  • 59
    • 81255193360 scopus 로고    scopus 로고
    • Thai Rubber Association. Available at
    • Thai Rubber Association. (2010). Available at http://www.thainr.com/en/index.php%3fdetail%3dstat-thai.
    • (2010)
  • 61
    • 26844478241 scopus 로고    scopus 로고
    • Sequential masking classification of multi-temporal Landsat7 ETM+ images for field-based crop mapping in Karacabey, Turkey
    • Turker M., Arikan M. Sequential masking classification of multi-temporal Landsat7 ETM+ images for field-based crop mapping in Karacabey, Turkey. International Journal of Remote Sensing 2005, 26:3813-3830.
    • (2005) International Journal of Remote Sensing , vol.26 , pp. 3813-3830
    • Turker, M.1    Arikan, M.2
  • 62
    • 0029752209 scopus 로고    scopus 로고
    • Application of fuzzy logic to land suitability for rubber production in peninsular Thailand
    • Van Ranst E., Tang H., Groenemans R., Sinthurahat S. Application of fuzzy logic to land suitability for rubber production in peninsular Thailand. Geodema 1996, 70:1-19.
    • (1996) Geodema , vol.70 , pp. 1-19
    • Van Ranst, E.1    Tang, H.2    Groenemans, R.3    Sinthurahat, S.4
  • 63
    • 39849109267 scopus 로고    scopus 로고
    • Spatial simulation modeling of land use/land cover change scenarios in Northeastern Thailand: a cellular automata approach
    • Walsh S.J., Entwisle B., Rindfuss R.R., Page P.H. Spatial simulation modeling of land use/land cover change scenarios in Northeastern Thailand: a cellular automata approach. Journal of Land Use Science 2006, 1:5-28.
    • (2006) Journal of Land Use Science , vol.1 , pp. 5-28
    • Walsh, S.J.1    Entwisle, B.2    Rindfuss, R.R.3    Page, P.H.4
  • 64
    • 39749173163 scopus 로고    scopus 로고
    • Large-area crop mapping using time-series MODIS 250 m NDVI data: an assessment for the U.S. Central Great Plains
    • Wardlow B.D., Egbert S.L. Large-area crop mapping using time-series MODIS 250 m NDVI data: an assessment for the U.S. Central Great Plains. Remote Sensing of Environment 2008, 112:1096-1116.
    • (2008) Remote Sensing of Environment , vol.112 , pp. 1096-1116
    • Wardlow, B.D.1    Egbert, S.L.2
  • 65
    • 34247523027 scopus 로고    scopus 로고
    • Analysis of time-series MODIS 250 m vegetation index data for crop classification in the U.S. Central Great Plains
    • Wardlow B.D., Egbert S.L., Kastens J.H. Analysis of time-series MODIS 250 m vegetation index data for crop classification in the U.S. Central Great Plains. Remote Sensing of Environment 2007, 108:290-310.
    • (2007) Remote Sensing of Environment , vol.108 , pp. 290-310
    • Wardlow, B.D.1    Egbert, S.L.2    Kastens, J.H.3
  • 66
    • 67349183295 scopus 로고    scopus 로고
    • Spatial identification by satellite imagery of the crop-fallow rotation cycle in northern Laos
    • Yamamoto Y., Oberthür T., Lefroy R. Spatial identification by satellite imagery of the crop-fallow rotation cycle in northern Laos. Environment, Development and Sustainability 2009, 11:639-654.
    • (2009) Environment, Development and Sustainability , vol.11 , pp. 639-654
    • Yamamoto, Y.1    Oberthür, T.2    Lefroy, R.3
  • 68
    • 0035048764 scopus 로고    scopus 로고
    • Fully-fuzzy supervised classification of sub-urban land cover from remotely sensed imagery: statistical and artificial neural network approaches
    • Zhang J., Foody G.M. Fully-fuzzy supervised classification of sub-urban land cover from remotely sensed imagery: statistical and artificial neural network approaches. International Journal of Remote Sensing 2001, 22:615-628.
    • (2001) International Journal of Remote Sensing , vol.22 , pp. 615-628
    • Zhang, J.1    Foody, G.M.2
  • 69
    • 66249136861 scopus 로고    scopus 로고
    • The rubber juggernaut
    • Ziegler A.D., Fox J.M., Xu J. The rubber juggernaut. Science 2009, 324:1024-1025.
    • (2009) Science , vol.324 , pp. 1024-1025
    • Ziegler, A.D.1    Fox, J.M.2    Xu, J.3


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