메뉴 건너뛰기




Volumn 219, Issue , 2018, Pages 180-195

Large area cropland extent mapping with Landsat data and a generalized classifier

Author keywords

Cropland mapping; Generalization; Landsat; Large area mapping; Linear discriminant analysis; Signature extension

Indexed keywords

DISCRIMINANT ANALYSIS; FOOD SUPPLY; IMAGE ENHANCEMENT; LEARNING ALGORITHMS; LEARNING SYSTEMS; LOCATION; MAPPING; REMOTE SENSING; VEGETATION;

EID: 85054886361     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2018.09.025     Document Type: Article
Times cited : (54)

References (54)
  • 1
    • 84984832911 scopus 로고    scopus 로고
    • Identifying plant part composition of forest logging residue using infrared spectral data and linear discriminant analysis
    • Acquah, G.E., Via, B.K., Billor, N., Fasina, O.O., Eckhardt, L.G., Identifying plant part composition of forest logging residue using infrared spectral data and linear discriminant analysis. Sensors, 16(9), 2016, 1375.
    • (2016) Sensors , vol.16 , Issue.9 , pp. 1375
    • Acquah, G.E.1    Via, B.K.2    Billor, N.3    Fasina, O.O.4    Eckhardt, L.G.5
  • 2
    • 85054807143 scopus 로고
    • AgRISTARS: Agriculture and Resources Inventory Surveys Through Aerospace Remote Sensing, Annual Report—Fiscal Year 1980 NASA
    • Lyndon B. Johnson Space Center Houston, TX
    • AgRISTARS Program Support Staff, AgRISTARS: Agriculture and Resources Inventory Surveys Through Aerospace Remote Sensing, Annual Report—Fiscal Year 1980 NASA. 1981, 1981, Lyndon B. Johnson Space Center, Houston, TX.
    • (1981) , vol.1981
    • AgRISTARS Program Support Staff1
  • 3
    • 61349199062 scopus 로고    scopus 로고
    • Classification of hyperspectral images with regularized linear discriminant analysis
    • Bandos, T.V., Bruzzone, L., Camps-Valls, G., Classification of hyperspectral images with regularized linear discriminant analysis. IEEE Trans. Geosci. Remote Sens. 47:3 (2009), 862–873.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.3 , pp. 862-873
    • Bandos, T.V.1    Bruzzone, L.2    Camps-Valls, G.3
  • 5
    • 84861934812 scopus 로고    scopus 로고
    • Using the Landsat record to detect forest-cover changes during and after the collapse of the Soviet Union in the temperate zone of European Russia
    • Baumann, M., Ozdogan, M., Kuemmerle, T., Wendland, K.J., Esipova, E., Radeloff, V.C., Using the Landsat record to detect forest-cover changes during and after the collapse of the Soviet Union in the temperate zone of European Russia. Remote Sens. Environ. 124 (2012), 174–184.
    • (2012) Remote Sens. Environ. , vol.124 , pp. 174-184
    • Baumann, M.1    Ozdogan, M.2    Kuemmerle, T.3    Wendland, K.J.4    Esipova, E.5    Radeloff, V.C.6
  • 7
    • 85054839995 scopus 로고    scopus 로고
    • GlobCover 2009: product description manual, version 1.0
    • Available at (Verified July 2012)
    • Bontemps, S., Defourny, P., Van Bogaert, E., Arino, O., Kalogirou, V., GlobCover 2009: product description manual, version 1.0. ESA and UCLouvain, 2010 Available at http://dup.esrin.esa.it/files/p68/GLOBCOVER2009_Product_Description_Manual_1.0.pdf (Verified July 2012).
    • (2010) ESA and UCLouvain
    • Bontemps, S.1    Defourny, P.2    Van Bogaert, E.3    Arino, O.4    Kalogirou, V.5
  • 8
    • 84979917650 scopus 로고    scopus 로고
    • CORINE land cover and land cover change products
    • Springer Netherlands
    • Büttner, G., CORINE land cover and land cover change products. Land Use and Land Cover Mapping in Europe, 2014, Springer, Netherlands, 55–74.
    • (2014) Land Use and Land Cover Mapping in Europe , pp. 55-74
    • Büttner, G.1
  • 9
    • 84946545763 scopus 로고    scopus 로고
    • Open access to earth land-cover map[J]
    • Chen, J., Ban, Y., China, Li S., Open access to earth land-cover map[J]. Nature, 514(7523), 2014, 434, 10.1038/514434c.
    • (2014) Nature , vol.514 , Issue.7523 , pp. 434
    • Chen, J.1    Ban, Y.2    China, L.S.3
  • 11
    • 0019229241 scopus 로고
    • Signature extension in remote sensing
    • Chittineni, C.B., Signature extension in remote sensing. Pattern Recogn. 12:4 (1980), 243–249, 10.1016/0031-3203(80)90064-3.
    • (1980) Pattern Recogn. , vol.12 , Issue.4 , pp. 243-249
    • Chittineni, C.B.1
  • 12
    • 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. 96:3–4 (2005), 375–398.
    • (2005) Remote Sens. Environ. , vol.96 , Issue.3-4 , pp. 375-398
    • Clark, M.L.1    Roberts, D.A.2    Clark, D.B.3
  • 13
    • 85029102426 scopus 로고    scopus 로고
    • Comparison of species classification models of mass spectrometry data: Kernel Discriminant Analysis vs Random Forest; a case study of Afrormosia (Pericopsis elata (Harms) Meeuwen)
    • Deklerck, V., Finch, K., Gasson, P., Van den Bulcke, J., Van Acker, J., Beeckman, H., Espinoza, E., Comparison of species classification models of mass spectrometry data: Kernel Discriminant Analysis vs Random Forest; a case study of Afrormosia (Pericopsis elata (Harms) Meeuwen). Rapid Commun. Mass Spectrom. 31:19 (2017), 1582–1588.
    • (2017) Rapid Commun. Mass Spectrom. , vol.31 , Issue.19 , pp. 1582-1588
    • Deklerck, V.1    Finch, K.2    Gasson, P.3    Van den Bulcke, J.4    Van Acker, J.5    Beeckman, H.6    Espinoza, E.7
  • 15
    • 78149354085 scopus 로고    scopus 로고
    • Global Agro-ecological Zones Assessment for Agriculture (GAEZ 2008)
    • IIASA Laxenburg, Austria and FAO, Rome, Italy
    • Fischer, G., Nachtergaele, F., Prieler, S., Van Velthuizen, H.T., Verelst, L., Wiberg, D., Global Agro-ecological Zones Assessment for Agriculture (GAEZ 2008). vol. 10, 2008, IIASA, Laxenburg, Austria and FAO, Rome, Italy.
    • (2008) , vol.10
    • Fischer, G.1    Nachtergaele, F.2    Prieler, S.3    Van Velthuizen, H.T.4    Verelst, L.5    Wiberg, D.6
  • 16
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • Fisher, R.A., The use of multiple measurements in taxonomic problems. Ann. Eugenics 7:2 (1936), 179–188.
    • (1936) Ann. Eugenics , vol.7 , Issue.2 , pp. 179-188
    • Fisher, R.A.1
  • 17
    • 34249694767 scopus 로고    scopus 로고
    • How well do we know northern land cover? Comparison of four global vegetation and wetland products with a new ground-truth database for West Siberia
    • Frey, K.E., Smith, L.C., How well do we know northern land cover? Comparison of four global vegetation and wetland products with a new ground-truth database for West Siberia. Glob. Biogeochem. Cycles, 21(1), 2007.
    • (2007) Glob. Biogeochem. Cycles , vol.21 , Issue.1
    • Frey, K.E.1    Smith, L.C.2
  • 20
    • 0344074641 scopus 로고    scopus 로고
    • Conifer species recognition: an exploratory analysis of in situ hyperspectral data
    • Gong, P., Pu, R., Yu, B., Conifer species recognition: an exploratory analysis of in situ hyperspectral data. Remote Sens. Environ. 62:2 (1997), 189–200.
    • (1997) Remote Sens. Environ. , vol.62 , Issue.2 , pp. 189-200
    • Gong, P.1    Pu, R.2    Yu, B.3
  • 22
    • 84876310398 scopus 로고    scopus 로고
    • Consistent classification of image time series with automatic adaptive signature generalization
    • Gray, J., Song, C., Consistent classification of image time series with automatic adaptive signature generalization. Remote Sens. Environ. 134 (2013), 333–341.
    • (2013) Remote Sens. Environ. , vol.134 , pp. 333-341
    • Gray, J.1    Song, C.2
  • 24
    • 41249085127 scopus 로고    scopus 로고
    • Some challenges in global land cover mapping: an assessment of agreement and accuracy in existing 1 km datasets
    • Herold, M., Mayaux, P., Woodcock, C.E., Baccini, A., Schmullius, C., Some challenges in global land cover mapping: an assessment of agreement and accuracy in existing 1 km datasets. Remote Sens. Environ. 112:5 (2008), 2538–2556.
    • (2008) Remote Sens. Environ. , vol.112 , Issue.5 , pp. 2538-2556
    • Herold, M.1    Mayaux, P.2    Woodcock, C.E.3    Baccini, A.4    Schmullius, C.5
  • 26
    • 84962488348 scopus 로고    scopus 로고
    • First experience with Sentinel-2 data for crop and tree species classifications in central Europe
    • Immitzer, M., Vuolo, F., Atzberger, C., First experience with Sentinel-2 data for crop and tree species classifications in central Europe. Remote Sens., 8(3), 2016, 166.
    • (2016) Remote Sens. , vol.8 , Issue.3 , pp. 166
    • Immitzer, M.1    Vuolo, F.2    Atzberger, C.3
  • 27
    • 40149089301 scopus 로고    scopus 로고
    • Hole-filled Seamless SRTM Data V4
    • International Centre for Tropical Agriculture (CIAT)
    • Jarvis, A., Reuter, H.I., Nelson, A., Guevara, E., Hole-filled Seamless SRTM Data V4. 2008, International Centre for Tropical Agriculture (CIAT).
    • (2008)
    • Jarvis, A.1    Reuter, H.I.2    Nelson, A.3    Guevara, E.4
  • 28
    • 0004093509 scopus 로고    scopus 로고
    • Remote Sensing of the Environment - An Earth Resource Perspective 2/e
    • Pearson Education India
    • Jensen, R., Remote Sensing of the Environment - An Earth Resource Perspective 2/e. 2009, Pearson Education, India.
    • (2009)
    • Jensen, R.1
  • 29
    • 34247255171 scopus 로고    scopus 로고
    • Comparing MODIS vegetation indices with AVHRR NDVI for monitoring the forage quantity and quality in Inner Mongolia grassland, China
    • Kawamura, K., Akiyama, T., Yokota, H.O., Tsutsumi, M., Yasuda, T., Watanabe, O., Wang, S., Comparing MODIS vegetation indices with AVHRR NDVI for monitoring the forage quantity and quality in Inner Mongolia grassland, China. Grassl. Sci. 51:1 (2005), 33–40.
    • (2005) Grassl. Sci. , vol.51 , Issue.1 , pp. 33-40
    • Kawamura, K.1    Akiyama, T.2    Yokota, H.O.3    Tsutsumi, M.4    Yasuda, T.5    Watanabe, O.6    Wang, S.7
  • 30
    • 63749121428 scopus 로고    scopus 로고
    • Land cover mapping of large areas using chain classification of neighboring Landsat satellite images
    • Knorn, J., Rabe, A., Radeloff, V.C., Kuemmerle, T., Kozak, J., Hostert, P., Land cover mapping of large areas using chain classification of neighboring Landsat satellite images. Remote Sens. Environ. 113:5 (2009), 957–964.
    • (2009) Remote Sens. Environ. , vol.113 , Issue.5 , pp. 957-964
    • Knorn, J.1    Rabe, A.2    Radeloff, V.C.3    Kuemmerle, T.4    Kozak, J.5    Hostert, P.6
  • 31
    • 79952772074 scopus 로고    scopus 로고
    • Global land use change, economic globalization, and the looming land scarcity
    • Lambin, E.F., Meyfroidt, P., Global land use change, economic globalization, and the looming land scarcity. Proc. Natl. Acad. Sci. 108:9 (2011), 3465–3472.
    • (2011) Proc. Natl. Acad. Sci. , vol.108 , Issue.9 , pp. 3465-3472
    • Lambin, E.F.1    Meyfroidt, P.2
  • 32
    • 0034655807 scopus 로고    scopus 로고
    • Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data
    • Loveland, T.R., Reed, B.C., Brown, J.F., Ohlen, D.O., Zhu, Z., Yang, L.W.M.J., Merchant, J.W., Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data. Int. J. Remote Sens. 21:6–7 (2000), 1303–1330.
    • (2000) Int. J. Remote Sens. , vol.21 , Issue.6-7 , pp. 1303-1330
    • Loveland, T.R.1    Reed, B.C.2    Brown, J.F.3    Ohlen, D.O.4    Zhu, Z.5    Yang, L.W.M.J.6    Merchant, J.W.7
  • 33
    • 85009834018 scopus 로고    scopus 로고
    • Penalized linear discriminant analysis of hyperspectral imagery for noise removal
    • Lu, M., Hu, L., Yue, T., Chen, Z., Chen, B., Lu, X., Xu, B., Penalized linear discriminant analysis of hyperspectral imagery for noise removal. IEEE Geosci. Remote Sens. Lett. 14:3 (2017), 359–363.
    • (2017) IEEE Geosci. Remote Sens. Lett. , vol.14 , Issue.3 , pp. 359-363
    • Lu, M.1    Hu, L.2    Yue, T.3    Chen, Z.4    Chen, B.5    Lu, X.6    Xu, B.7
  • 34
    • 0019146467 scopus 로고
    • Global crop forecasting
    • MacDonald, R.B., Hall, F.G., Global crop forecasting. Science 208:4445 (1980), 670–679.
    • (1980) Science , vol.208 , Issue.4445 , pp. 670-679
    • MacDonald, R.B.1    Hall, F.G.2
  • 37
    • 0020870735 scopus 로고
    • Remote sensing applications in agriculture
    • Myers, V.I., Remote sensing applications in agriculture. Manual of remote sensing, 1983, 2111–2228.
    • (1983) Manual of remote sensing , pp. 2111-2228
    • Myers, V.I.1
  • 38
    • 77949486575 scopus 로고    scopus 로고
    • The spatial distribution of crop types from MODIS data: Temporal unmixing using Independent Component Analysis
    • Ozdogan, M., The spatial distribution of crop types from MODIS data: Temporal unmixing using Independent Component Analysis. Remote Sens. Environ. 114:6 (2010), 1190–1204.
    • (2010) Remote Sens. Environ. , vol.114 , Issue.6 , pp. 1190-1204
    • Ozdogan, M.1
  • 39
    • 33745891242 scopus 로고    scopus 로고
    • Resolution dependent errors in remote sensing of cultivated areas
    • Ozdogan, M., Woodcock, C.E., Resolution dependent errors in remote sensing of cultivated areas. Remote Sens. Environ. 103:2 (2006), 203–217.
    • (2006) Remote Sens. Environ. , vol.103 , Issue.2 , pp. 203-217
    • Ozdogan, M.1    Woodcock, C.E.2
  • 42
    • 45449111176 scopus 로고    scopus 로고
    • Farming the planet: 1. Geographic distribution of global agricultural lands in the year 2000
    • Ramankutty, N., Evan, A.T., Monfreda, C., Foley, J.A., Farming the planet: 1. Geographic distribution of global agricultural lands in the year 2000. Glob. Biogeochem. Cycles, 22(1), 2008.
    • (2008) Glob. Biogeochem. Cycles , vol.22 , Issue.1
    • Ramankutty, N.1    Evan, A.T.2    Monfreda, C.3    Foley, J.A.4
  • 44
    • 0005238895 scopus 로고
    • Extensions of linear discriminant analysis for statistical classification of remotely sensed satellite imagery
    • Switzer, P., Extensions of linear discriminant analysis for statistical classification of remotely sensed satellite imagery. J. Int. Assoc. Math. Geol. 12:4 (1980), 367–376.
    • (1980) J. Int. Assoc. Math. Geol. , vol.12 , Issue.4 , pp. 367-376
    • Switzer, P.1
  • 45
    • 84869238704 scopus 로고    scopus 로고
    • An automated cropland classification algorithm (ACCA) for Tajikistan by combining Landsat, MODIS, and secondary data
    • Thenkabail, P.S., Wu, Z., An automated cropland classification algorithm (ACCA) for Tajikistan by combining Landsat, MODIS, and secondary data. Remote Sens. 4:10 (2012), 2890–2918.
    • (2012) Remote Sens. , vol.4 , Issue.10 , pp. 2890-2918
    • Thenkabail, P.S.1    Wu, Z.2
  • 46
    • 84958803649 scopus 로고
    • An Automated Land-use Mapping Comparison of the Bayesian Maximum Likelihood and Linear Discriminant Analysis Algorithms
    • Tom, C.H., Miller, L.D., An Automated Land-use Mapping Comparison of the Bayesian Maximum Likelihood and Linear Discriminant Analysis Algorithms. 1984.
    • (1984)
    • Tom, C.H.1    Miller, L.D.2
  • 48
    • 84944743397 scopus 로고    scopus 로고
    • Automated annual cropland mapping using knowledge-based temporal features
    • Waldner, F., Canto, G.S., Defourny, P., Automated annual cropland mapping using knowledge-based temporal features. ISPRS J. Photogramm. Remote Sens. 110 (2015), 1–13.
    • (2015) ISPRS J. Photogramm. Remote Sens. , vol.110 , pp. 1-13
    • Waldner, F.1    Canto, G.S.2    Defourny, P.3
  • 50
    • 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. Int. J. Remote Sens. 31:3 (2010), 805–830.
    • (2010) Int. J. Remote Sens. , vol.31 , Issue.3 , pp. 805-830
    • Wardlow, B.D.1    Egbert, S.L.2
  • 52
    • 0034758556 scopus 로고    scopus 로고
    • Monitoring large areas for forest change using Landsat: generalization across space, time and Landsat sensors
    • Woodcock, C.E., Macomber, S.A., Pax-Lenney, M., Cohen, W.B., Monitoring large areas for forest change using Landsat: generalization across space, time and Landsat sensors. Remote Sens. Environ. 78:1–2 (2001), 194–203.
    • (2001) Remote Sens. Environ. , vol.78 , Issue.1-2 , pp. 194-203
    • Woodcock, C.E.1    Macomber, S.A.2    Pax-Lenney, M.3    Cohen, W.B.4
  • 54
    • 83455195642 scopus 로고    scopus 로고
    • Object-based cloud and cloud shadow detection in Landsat imagery
    • Zhu, Z., Woodcock, C.E., Object-based cloud and cloud shadow detection in Landsat imagery. Remote Sens. Environ. 118 (2012), 83–94.
    • (2012) Remote Sens. Environ. , vol.118 , pp. 83-94
    • Zhu, Z.1    Woodcock, C.E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.