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Volumn 84, Issue , 2013, Pages 114-129

A data mining approach for evaluation of optimal time-series of MODIS data for land cover mapping at a regional level

Author keywords

Data mining; Information extraction; Land cover; MODIS data; Optimal variable combination; Time series imagery

Indexed keywords

DATA MINING; FORESTRY; INFORMATION RETRIEVAL; OPTIMIZATION; SATELLITE IMAGERY; VEGETATION;

EID: 84883406049     PISSN: 09242716     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.isprsjprs.2013.07.008     Document Type: Article
Times cited : (47)

References (58)
  • 1
    • 84883403332 scopus 로고    scopus 로고
    • Agriculture and Agri-Food Canada, 2012. ISO 19131 Land Cover for Agricultural Regions of Canada, Circa 2000 - Data Product Specification. <>.
    • Agriculture and Agri-Food Canada, 2012. ISO 19131 Land Cover for Agricultural Regions of Canada, Circa 2000 - Data Product Specification. <>. http://www4.agr.gc.ca/AAFC-AAC/display-afficher.do?id=1343322562230&lang=eng#a8.
  • 4
    • 33745088147 scopus 로고    scopus 로고
    • Land cover classification from MODIS EVI times-series data using SOM neural network
    • Bagan H., Wang Q., Watanabe M., Yang Y., Ma J. Land cover classification from MODIS EVI times-series data using SOM neural network. International Journal of Remote Sensing 2005, 26(22):4999-5012.
    • (2005) International Journal of Remote Sensing , vol.26 , Issue.22 , pp. 4999-5012
    • Bagan, H.1    Wang, Q.2    Watanabe, M.3    Yang, Y.4    Ma, J.5
  • 5
    • 53349170979 scopus 로고    scopus 로고
    • Long-term satellite NDVI data sets: evaluating their ability to detect ecosystem functional changes in South America
    • Baldi G., Nosetto M.D., Aragón R., Aversa F., Paruelo J.M., Jobbágy E.G. Long-term satellite NDVI data sets: evaluating their ability to detect ecosystem functional changes in South America. Sensors 2008, 8:5397-5425. 10.3390/s8095397.
    • (2008) Sensors , vol.8 , pp. 5397-5425
    • Baldi, G.1    Nosetto, M.D.2    Aragón, R.3    Aversa, F.4    Paruelo, J.M.5    Jobbágy, E.G.6
  • 6
    • 37249075347 scopus 로고    scopus 로고
    • Establishing the best spectral bands and timing of imagery for land use-land cover (LULC) class separability using Landsat ETM+ and Terra MODIS data
    • Biradar C.M., Thenkabail P.S., Lslam Md.A., Anputhas M., Tharme R., Vithanage J., Alankara R., Gunasinghe S. Establishing the best spectral bands and timing of imagery for land use-land cover (LULC) class separability using Landsat ETM+ and Terra MODIS data. Canadian Journal Remote Sensing 2007, 33(5):421-444.
    • (2007) Canadian Journal Remote Sensing , vol.33 , Issue.5 , pp. 421-444
    • Biradar, C.M.1    Thenkabail, P.S.2    Lslam, M.3    Anputhas, M.4    Tharme, R.5    Vithanage, J.6    Alankara, R.7    Gunasinghe, S.8
  • 7
    • 84883362841 scopus 로고    scopus 로고
    • Monitoring US agriculture: the US department of agriculture, national agricultural statistics service, cropland data layer program
    • Boryan C., Yang Z., Mueller R., Craig M. Monitoring US agriculture: the US department of agriculture, national agricultural statistics service, cropland data layer program. Geocarto International 2011, 2011:1-18.
    • (2011) Geocarto International , vol.2011 , pp. 1-18
    • Boryan, C.1    Yang, Z.2    Mueller, R.3    Craig, M.4
  • 9
    • 54549091549 scopus 로고    scopus 로고
    • Comparison of phenology trends by land cover class: a case study in the Great Basin, USA
    • doi: 10.1111/j.1365-2486.2007.01479
    • Bradley B., Mustard J. Comparison of phenology trends by land cover class: a case study in the Great Basin, USA. Global Change Biology 2008, 14:334-346. doi: 10.1111/j.1365-2486.2007.01479.
    • (2008) Global Change Biology , vol.14 , pp. 334-346
    • Bradley, B.1    Mustard, J.2
  • 10
    • 39749111391 scopus 로고    scopus 로고
    • Contribution of multispectral and multitemporal information from MODIS images to land cover classification
    • Carrão H., Gonçalves P., Caetano M. Contribution of multispectral and multitemporal information from MODIS images to land cover classification. Remote Sensing of Environment 2008, 112(2008):986-997.
    • (2008) Remote Sensing of Environment , vol.112 , Issue.2008 , pp. 986-997
    • Carrão, H.1    Gonçalves, P.2    Caetano, M.3
  • 11
    • 77956180602 scopus 로고    scopus 로고
    • A scalable approach to mapping annual land cover at 250m using MODIS time series data: a case study in the dry chaco ecoregion of South America
    • Clark M.I., Aide T.M., Grau H.R., Riner G. A scalable approach to mapping annual land cover at 250m using MODIS time series data: a case study in the dry chaco ecoregion of South America. Remote Sensing of Environment 2010, 114(2010):2816-2832.
    • (2010) Remote Sensing of Environment , vol.114 , Issue.2010 , pp. 2816-2832
    • Clark, M.I.1    Aide, T.M.2    Grau, H.R.3    Riner, G.4
  • 13
    • 81355138685 scopus 로고    scopus 로고
    • Land cover classification with coarse spatial resolution data to derive continuous and discrete maps for complex regions
    • Colditz R.R., Schmidt M., Conrad C., Hansen M.C., Dech S. Land cover classification with coarse spatial resolution data to derive continuous and discrete maps for complex regions. Remote Sensing of Environment 2012, 115(2011):3264-3275.
    • (2012) Remote Sensing of Environment , vol.115 , Issue.2011 , pp. 3264-3275
    • Colditz, R.R.1    Schmidt, M.2    Conrad, C.3    Hansen, M.C.4    Dech, S.5
  • 14
    • 1242298801 scopus 로고    scopus 로고
    • Land surface phenology, climatic variation, and institutional change: analyzing agricultural land cover change in Kazakhstan
    • de Beurs K.M., Henebry G.M. Land surface phenology, climatic variation, and institutional change: analyzing agricultural land cover change in Kazakhstan. Remote Sensing of Environment 2004, 89(2004):497-509.
    • (2004) Remote Sensing of Environment , vol.89 , Issue.2004 , pp. 497-509
    • de Beurs, K.M.1    Henebry, G.M.2
  • 15
    • 43949145240 scopus 로고    scopus 로고
    • Deriving consistent long-term vegetation information from AVHRR reflectance data using a cover-triangle-based framework
    • Donohue R.J., Roderick M.L., McVicar T.R. Deriving consistent long-term vegetation information from AVHRR reflectance data using a cover-triangle-based framework. Remote Sensing of Environment 2008, 112(2008):2938-2949.
    • (2008) Remote Sensing of Environment , vol.112 , Issue.2008 , pp. 2938-2949
    • Donohue, R.J.1    Roderick, M.L.2    McVicar, T.R.3
  • 16
    • 0029667648 scopus 로고    scopus 로고
    • Broad scale land-cover classification and interannual climatic variability
    • Ehrlich D., Lambin E.F. Broad scale land-cover classification and interannual climatic variability. International Journal of Remote Sensing 1996, 17:845-862.
    • (1996) International Journal of Remote Sensing , vol.17 , pp. 845-862
    • Ehrlich, D.1    Lambin, E.F.2
  • 17
    • 84883353911 scopus 로고    scopus 로고
    • Timesat 3.1 Software manual.
    • Eklundh L., Jönsson, P., 2012. Timesat 3.1 Software manual.
    • (2012)
    • Eklundh, L.1    Jönsson, P.2
  • 18
    • 53349119827 scopus 로고    scopus 로고
    • Deriving vegetation dynamics of natural terrestrial ecosystems from MODIS NDVI/EVI data over Turkey
    • doi: 10.3390/s8095270
    • Evrendilek F., Gulbeyaz O. Deriving vegetation dynamics of natural terrestrial ecosystems from MODIS NDVI/EVI data over Turkey. Sensors 2008, 8:5270-5302. doi: 10.3390/s8095270.
    • (2008) Sensors , vol.8 , pp. 5270-5302
    • Evrendilek, F.1    Gulbeyaz, O.2
  • 19
    • 79960053039 scopus 로고    scopus 로고
    • Boosted decision tree classifications of land cover over Turkey integrating MODIS, climate and topographic data
    • Evrendilek F., Gulbeyaz O. Boosted decision tree classifications of land cover over Turkey integrating MODIS, climate and topographic data. International Journal of Remote Sensing 2011, 32(12):3461-3483.
    • (2011) International Journal of Remote Sensing , vol.32 , Issue.12 , pp. 3461-3483
    • Evrendilek, F.1    Gulbeyaz, O.2
  • 20
    • 84856042662 scopus 로고    scopus 로고
    • Evaluation of earth observation based global long term vegetation trends - comparing GIMMS and MODIS global NDVI time series
    • Fensholt R., Proud S.R. Evaluation of earth observation based global long term vegetation trends - comparing GIMMS and MODIS global NDVI time series. Remote Sensing of Environment 2012, 119(2012):131-147.
    • (2012) Remote Sensing of Environment , vol.119 , Issue.2012 , pp. 131-147
    • Fensholt, R.1    Proud, S.R.2
  • 22
    • 0032503866 scopus 로고    scopus 로고
    • Trends in NDVI time series and their relation to rangeland and crop production in Senegal, 1987-1993
    • Fuller D.O. Trends in NDVI time series and their relation to rangeland and crop production in Senegal, 1987-1993. International Journal of Remote Sensing 1998, 19(10):2013-2018.
    • (1998) International Journal of Remote Sensing , vol.19 , Issue.10 , pp. 2013-2018
    • Fuller, D.O.1
  • 23
    • 55349088617 scopus 로고    scopus 로고
    • Modelling spatial and temporal forest cover change patterns (1973-2020): a case study from South Western Ghats (India)
    • doi: 10.3390/s8106132
    • Giriraj A., Irfan-Ullah M., Murthy MSR., Beierkuhnlein C. Modelling spatial and temporal forest cover change patterns (1973-2020): a case study from South Western Ghats (India). Sensors 2008, 8:6132-6153. doi: 10.3390/s8106132.
    • (2008) Sensors , vol.8 , pp. 6132-6153
    • Giriraj, A.1    Irfan-Ullah, M.2    Murthy, M.S.R.3    Beierkuhnlein, C.4
  • 24
    • 0037334038 scopus 로고    scopus 로고
    • Estimating spatio-temporal patterns of agricultural productivity in fragmented landscapes using AVHRR NDVI time series
    • Hill M.J., Donald G.E. Estimating spatio-temporal patterns of agricultural productivity in fragmented landscapes using AVHRR NDVI time series. Remote Sensing of Environment 2003, 84(2003):367-384.
    • (2003) Remote Sensing of Environment , vol.84 , Issue.2003 , pp. 367-384
    • Hill, M.J.1    Donald, G.E.2
  • 25
    • 7444264703 scopus 로고    scopus 로고
    • Estimation of pasture growth rate in the south west of Western Australia from AVHRR NDVI and climate data
    • Hilla M.J., Donalda G.E., Hyderb M.W., Smith R.C.G. Estimation of pasture growth rate in the south west of Western Australia from AVHRR NDVI and climate data. Remote Sensing of Environment 2004, 93(2004):528-545.
    • (2004) Remote Sensing of Environment , vol.93 , Issue.2004 , pp. 528-545
    • Hilla, M.J.1    Donalda, G.E.2    Hyderb, M.W.3    Smith, R.C.G.4
  • 26
    • 0030300907 scopus 로고    scopus 로고
    • Application of standardized principal component analysis to land-cover characterization using multitemporal AVHRR data
    • Hirosawa Y., Marsh S.E., Kliman D.H. Application of standardized principal component analysis to land-cover characterization using multitemporal AVHRR data. Remote Sensing of Environment 1996, 58:267-281.
    • (1996) Remote Sensing of Environment , vol.58 , pp. 267-281
    • Hirosawa, Y.1    Marsh, S.E.2    Kliman, D.H.3
  • 27
    • 34548340735 scopus 로고    scopus 로고
    • Indicators of Northern Eurasia's land-cover change trends from SPOT-VEGETATION time-series analysis 1998-2005
    • Huttich C., Herold M., Schmullius C., Egorov V., Bartalev S.A. Indicators of Northern Eurasia's land-cover change trends from SPOT-VEGETATION time-series analysis 1998-2005. International Journal of Remote Sensing 2007, 28(18):4199-4206.
    • (2007) International Journal of Remote Sensing , vol.28 , Issue.18 , pp. 4199-4206
    • Huttich, C.1    Herold, M.2    Schmullius, C.3    Egorov, V.4    Bartalev, S.A.5
  • 29
    • 22244441001 scopus 로고    scopus 로고
    • Seasonality extraction from satellite sensor data
    • World Scientific Publishing, pp. 487-500, C.H. Chen (Ed.)
    • Jönsson P., Eklundh L. Seasonality extraction from satellite sensor data. Frontiers of Remote Sensing Information Processing 2003, World Scientific Publishing, pp. 487-500. C.H. Chen (Ed.).
    • (2003) Frontiers of Remote Sensing Information Processing
    • Jönsson, P.1    Eklundh, L.2
  • 30
    • 0031180205 scopus 로고    scopus 로고
    • Constraints on using AVHRR composite index imagery to study patterns of vegetation cover in boreal forests
    • Kasischke E.S., French N.H.F. Constraints on using AVHRR composite index imagery to study patterns of vegetation cover in boreal forests. International Journal of Remote Sensing 1997, 18(11):2403-2426.
    • (1997) International Journal of Remote Sensing , vol.18 , Issue.11 , pp. 2403-2426
    • Kasischke, E.S.1    French, N.H.F.2
  • 33
    • 33646827204 scopus 로고    scopus 로고
    • Regional scale land-cover characterization using MODIS-NDVI 250m multi-temporal imagery: a phenology based approach
    • Knight J.F., Lunetta R.L., Ediriwickrema J., Khorram S. Regional scale land-cover characterization using MODIS-NDVI 250m multi-temporal imagery: a phenology based approach. GIScience and Remote Sensing 2006, 43(1):1-23.
    • (2006) GIScience and Remote Sensing , vol.43 , Issue.1 , pp. 1-23
    • Knight, J.F.1    Lunetta, R.L.2    Ediriwickrema, J.3    Khorram, S.4
  • 35
    • 30644458630 scopus 로고    scopus 로고
    • Multitemporal land cover mapping for Canada: methodology and products
    • Latifovic R., Pouliot D. Multitemporal land cover mapping for Canada: methodology and products. Canadian Journal of Remote Sensing 2005, 31(5):347-363.
    • (2005) Canadian Journal of Remote Sensing , vol.31 , Issue.5 , pp. 347-363
    • Latifovic, R.1    Pouliot, D.2
  • 36
    • 0035918515 scopus 로고    scopus 로고
    • Land-cover classification methods for multiyear AVHRR data
    • Liang S. Land-cover classification methods for multiyear AVHRR data. International Journal of Remote Sensing 2001, 22(8):1479-1493.
    • (2001) International Journal of Remote Sensing , vol.22 , Issue.8 , pp. 1479-1493
    • Liang, S.1
  • 37
    • 80052673870 scopus 로고    scopus 로고
    • Spatial and temporal relationships among NDVI, climate factors, and land cover changes in Northeast Asia from 1982 to 2009
    • doi: 10.2747/1548-1603.48.3.371
    • Liu Y., Wang X., Guo M., Tani H., Matsuoka N., Matsumura S. Spatial and temporal relationships among NDVI, climate factors, and land cover changes in Northeast Asia from 1982 to 2009. GIScience and Remote Sensing 2011, 48(3):371-393. doi: 10.2747/1548-1603.48.3.371.
    • (2011) GIScience and Remote Sensing , vol.48 , Issue.3 , pp. 371-393
    • Liu, Y.1    Wang, X.2    Guo, M.3    Tani, H.4    Matsuoka, N.5    Matsumura, S.6
  • 38
    • 53649102962 scopus 로고    scopus 로고
    • Developing clear-sky, cloud and cloud shadow mask for producing clear-sky composites at 250-meter spatial resolution for the seven MODIS land bands over Canada and North America
    • Luo Y., Trishchenko A.P., Khlopenkov K.V. Developing clear-sky, cloud and cloud shadow mask for producing clear-sky composites at 250-meter spatial resolution for the seven MODIS land bands over Canada and North America. Remote Sensing of Environment 2008, 112(12):4167-4185.
    • (2008) Remote Sensing of Environment , vol.112 , Issue.12 , pp. 4167-4185
    • Luo, Y.1    Trishchenko, A.P.2    Khlopenkov, K.V.3
  • 39
    • 34249868171 scopus 로고    scopus 로고
    • Categorization of land-cover change processes based on phonological indicators extracted from time series of vegetation index data
    • Lupo F., Linderman M., Vanacker V., Bartholome E., Lambin E.F. Categorization of land-cover change processes based on phonological indicators extracted from time series of vegetation index data. International Journal of Remote Sensing 2007, 28(11):2469-2483.
    • (2007) International Journal of Remote Sensing , vol.28 , Issue.11 , pp. 2469-2483
    • Lupo, F.1    Linderman, M.2    Vanacker, V.3    Bartholome, E.4    Lambin, E.F.5
  • 40
    • 76449089318 scopus 로고    scopus 로고
    • Study on extraction of crop information using time-series MODIS data in the Chao Phraya Basin of Thailand
    • Lv T., Liu C. Study on extraction of crop information using time-series MODIS data in the Chao Phraya Basin of Thailand. Advances in Space Research 2010, 45(2010):775-784.
    • (2010) Advances in Space Research , vol.45 , Issue.2010 , pp. 775-784
    • Lv, T.1    Liu, C.2
  • 46
    • 0141569007 scopus 로고    scopus 로고
    • An assessment of the effectiveness of decision tree methods for land cover classification
    • Pal M., Mather P.M. An assessment of the effectiveness of decision tree methods for land cover classification. Remote Sensing of Environment 2003, 86:554-565.
    • (2003) Remote Sensing of Environment , vol.86 , pp. 554-565
    • Pal, M.1    Mather, P.M.2
  • 47
    • 65849368950 scopus 로고    scopus 로고
    • Evaluation of annual forest disturbance monitoring using a static decision tree approach and 250m MODIS data
    • Pouliot D., Latifovic R., Fernandes R., Olthof I. Evaluation of annual forest disturbance monitoring using a static decision tree approach and 250m MODIS data. Remote Sensing of Environment 2009, 113(2009):1749-1759.
    • (2009) Remote Sensing of Environment , vol.113 , Issue.2009 , pp. 1749-1759
    • Pouliot, D.1    Latifovic, R.2    Fernandes, R.3    Olthof, I.4
  • 48
    • 0030370417 scopus 로고    scopus 로고
    • Quinlan, J.R., 1996. Bagging, boosting, and C4.5. In: Proceedings AAAI-96 Fourteenth National Conference on Artificial Intelligence, Portland, OR.
    • Quinlan, J.R., 1996. Bagging, boosting, and C4.5. In: Proceedings AAAI-96 Fourteenth National Conference on Artificial Intelligence, Portland, OR.
  • 51
    • 84864044765 scopus 로고    scopus 로고
    • Monitoring land cover change in urban and peri-urban areas using dense time stacks of Landsat satellite data and a data mining approach
    • Schneider A. Monitoring land cover change in urban and peri-urban areas using dense time stacks of Landsat satellite data and a data mining approach. Remote Sensing of Environment 2012, 124(2012):689-704.
    • (2012) Remote Sensing of Environment , vol.124 , Issue.2012 , pp. 689-704
    • Schneider, A.1
  • 52
    • 39749173163 scopus 로고    scopus 로고
    • Large-area crop mapping using time-series MODIS 250m NDVI data: an assessment for the US Central Great Plains
    • Wardlow B.D., Egbert S.L. Large-area crop mapping using time-series MODIS 250m NDVI data: an assessment for the US Central Great Plains. Remote Sensing of Environment 2008, 112(2008):1096-1116.
    • (2008) Remote Sensing of Environment , vol.112 , Issue.2008 , pp. 1096-1116
    • Wardlow, B.D.1    Egbert, S.L.2
  • 53
    • 77951228926 scopus 로고    scopus 로고
    • A comparison of MODIS 250-m EVI and NDVI data for crop mapping: a case study for southwest Kansas
    • Wardlow B.D., Egbert S.L. A comparison of MODIS 250-m EVI and NDVI data for crop mapping: a case study for southwest Kansas. International Journal of Remote Sensing 2010, 31(3):805-830.
    • (2010) International Journal of Remote Sensing , vol.31 , Issue.3 , pp. 805-830
    • Wardlow, B.D.1    Egbert, S.L.2
  • 54
    • 34247523027 scopus 로고    scopus 로고
    • Analysis of time-series MODIS 250m vegetation index data for crop classification in the US Central Great Plains
    • Wardlow B.D., Egbert S.L., Kastens J.H. Analysis of time-series MODIS 250m vegetation index data for crop classification in the US Central Great Plains. Remote Sensing of Environment 2007, 108(2007):290-310.
    • (2007) Remote Sensing of Environment , vol.108 , Issue.2007 , pp. 290-310
    • Wardlow, B.D.1    Egbert, S.L.2    Kastens, J.H.3
  • 55
    • 0035871102 scopus 로고    scopus 로고
    • Application of NOAA-AVHRR NDVI time-series data to assess changes in Saudi Arabia's rangelands
    • Weiss E., Marsh S.E., Pfirman E.S. Application of NOAA-AVHRR NDVI time-series data to assess changes in Saudi Arabia's rangelands. International Journal of Remote Sensing 2001, 22(6):1005-1027.
    • (2001) International Journal of Remote Sensing , vol.22 , Issue.6 , pp. 1005-1027
    • Weiss, E.1    Marsh, S.E.2    Pfirman, E.S.3
  • 57
    • 0037052858 scopus 로고    scopus 로고
    • Using a time series of satellite imagery to detect land use and land cover changes in the Atlanta, Georgia metropolitan area
    • Yang X., Lo C.P. Using a time series of satellite imagery to detect land use and land cover changes in the Atlanta, Georgia metropolitan area. International Journal of Remote Sensing 2002, 23(9):1775-1798.
    • (2002) International Journal of Remote Sensing , vol.23 , Issue.9 , pp. 1775-1798
    • Yang, X.1    Lo, C.P.2


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