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Volumn 16, Issue 2, 2017, Pages 324-336

How do temporal and spectral features matter in crop classification in Heilongjiang Province, China?

Author keywords

crop identification; feature selection; MODIS; spectral feature; temporal feature

Indexed keywords


EID: 85012305773     PISSN: 20953119     EISSN: None     Source Type: Journal    
DOI: 10.1016/S2095-3119(15)61321-1     Document Type: Article
Times cited : (53)

References (35)
  • 2
    • 84875117682 scopus 로고    scopus 로고
    • Forecasting crop yield using remotely sensed vegetation indices and crop phenology metrics
    • Bolton, D K, Friedl, M A, Forecasting crop yield using remotely sensed vegetation indices and crop phenology metrics. Agricultural and Forest Meteorology 173 (2013), 74–84.
    • (2013) Agricultural and Forest Meteorology , vol.173 , pp. 74-84
    • Bolton, D.K.1    Friedl, M.A.2
  • 3
  • 4
    • 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 112 (2008), 986–997.
    • (2008) Remote Sensing of Environment , vol.112 , pp. 986-997
    • Carrão, H.1    Gonçalves, P.2    Caetano, M.3
  • 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 99 (2007), 1654–1664.
    • (2007) Agronomy Journal , vol.99 , pp. 1654-1664
    • Chang, J.1    Hansen, M.C.2    Pittman, K.3    Carroll, M.4    DiMiceli, C.5
  • 7
    • 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 115 (2011), 3264–3275.
    • (2011) Remote Sensing of Environment , vol.115 , pp. 3264-3275
    • Colditz, R.R.1    Schmidt, M.2    Conrad, C.3    Hansen, M.C.4    Dech, S.5
  • 8
    • 84455200427 scopus 로고    scopus 로고
    • A comparison of pixel-based and object-based image analysis with selected machine learning algorithms for the classification of agricultural landscapes using SPOT-5 HRG imagery
    • Duro, D C, Franklin, S E, Dubé, M G, A comparison of pixel-based and object-based image analysis with selected machine learning algorithms for the classification of agricultural landscapes using SPOT-5 HRG imagery. Remote Sensing of Environment 118 (2012), 259–272.
    • (2012) Remote Sensing of Environment , vol.118 , pp. 259-272
    • Duro, D.C.1    Franklin, S.E.2    Dubé, M.G.3
  • 11
    • 84904670452 scopus 로고    scopus 로고
    • Exploring the use of google earth imagery and object-based methods in land use/cover mapping
    • Hu, Q, Wu, W, Xia, T, Yu, Q, Yang, P, Li, Z, Song, Q, Exploring the use of google earth imagery and object-based methods in land use/cover mapping. Remote Sensing 5 (2013), 6026–6042.
    • (2013) Remote Sensing , vol.5 , pp. 6026-6042
    • Hu, Q.1    Wu, W.2    Xia, T.3    Yu, Q.4    Yang, P.5    Li, Z.6    Song, Q.7
  • 12
    • 84884514639 scopus 로고    scopus 로고
    • Impact of feature selection on the accuracy and spatial uncertainty of perfield crop classification using Support Vector Machines
    • Loew, F, Michel, U, Dech, S, Conrad, C, Impact of feature selection on the accuracy and spatial uncertainty of perfield crop classification using Support Vector Machines. ISPRS Journal of Photogrammetry and Remote Sensing 85 (2013), 102–119.
    • (2013) ISPRS Journal of Photogrammetry and Remote Sensing , vol.85 , pp. 102-119
    • Loew, F.1    Michel, U.2    Dech, S.3    Conrad, C.4
  • 14
    • 84876499341 scopus 로고    scopus 로고
    • Hybrid genetic algorithm for feature selection with hyperspectral data
    • Pal, M, Hybrid genetic algorithm for feature selection with hyperspectral data. Remote Sensing Letters 4 (2013), 619–628.
    • (2013) Remote Sensing Letters , vol.4 , pp. 619-628
    • Pal, M.1
  • 15
    • 84862796316 scopus 로고    scopus 로고
    • Winter wheat area estimation from MODIS-EVI time series data using the Crop Proportion Phenology Index
    • Pan, Y, Li, L, Zhang, J, Liang, S, Zhu, X, Sulla-Menashe, D, Winter wheat area estimation from MODIS-EVI time series data using the Crop Proportion Phenology Index. Remote Sensing of Environment 119 (2012), 232–242.
    • (2012) Remote Sensing of Environment , vol.119 , pp. 232-242
    • Pan, Y.1    Li, L.2    Zhang, J.3    Liang, S.4    Zhu, X.5    Sulla-Menashe, D.6
  • 16
    • 79953182966 scopus 로고    scopus 로고
    • Object-based crop identification using multiple vegetation indices, textural features and crop phenology
    • Peña-Barragán, J M, Ngugi, M K, Plant, R E, Six, J, Object-based crop identification using multiple vegetation indices, textural features and crop phenology. Remote Sensing of Environment 115 (2011), 1301–1316.
    • (2011) Remote Sensing of Environment , vol.115 , pp. 1301-1316
    • Peña-Barragán, J.M.1    Ngugi, M.K.2    Plant, R.E.3    Six, J.4
  • 18
    • 84904247313 scopus 로고    scopus 로고
    • Influence of climate and socio-economic factors on the spatio-temporal variability of soil organic matter: A case study of central Heilongjiang Province, China
    • Shi, S Q, Cao, Q W, Yao, Y M, Tang, H J, Yang, P, Wu, W B, Xu, H Z, Liu, J, Li, Z G, Influence of climate and socio-economic factors on the spatio-temporal variability of soil organic matter: A case study of central Heilongjiang Province, China. Journal of Integrative Agriculture 13 (2014), 1486–1500.
    • (2014) Journal of Integrative Agriculture , vol.13 , pp. 1486-1500
    • Shi, S.Q.1    Cao, Q.W.2    Yao, Y.M.3    Tang, H.J.4    Yang, P.5    Wu, W.B.6    Xu, H.Z.7    Liu, J.8    Li, Z.G.9
  • 19
    • 84870683974 scopus 로고    scopus 로고
    • Hyperspectral time series analysis of native and invasive species in Hawaiian rainforests
    • Somers, B, Asner, G P, Hyperspectral time series analysis of native and invasive species in Hawaiian rainforests. Remote Sensing 4 (2012), 2510–2529.
    • (2012) Remote Sensing , vol.4 , pp. 2510-2529
    • Somers, B.1    Asner, G.P.2
  • 20
    • 84878146470 scopus 로고    scopus 로고
    • Multi-temporal hyperspectral mixture analysis and feature selection for invasive species mapping in rainforests
    • Somers, B, Asner, G P, Multi-temporal hyperspectral mixture analysis and feature selection for invasive species mapping in rainforests. Remote Sensing of Environment 136 (2013), 14–27.
    • (2013) Remote Sensing of Environment , vol.136 , pp. 14-27
    • Somers, B.1    Asner, G.P.2
  • 21
    • 84904489366 scopus 로고    scopus 로고
    • Tree species mapping in tropical forests using multi-temporal imaging spectroscopy: Wavelength adaptive spectral mixture analysis
    • Somers, B, Asner, G P, Tree species mapping in tropical forests using multi-temporal imaging spectroscopy: Wavelength adaptive spectral mixture analysis. International Journal of Applied Earth Observation and Geoinformation 31 (2014), 57–66.
    • (2014) International Journal of Applied Earth Observation and Geoinformation , vol.31 , pp. 57-66
    • Somers, B.1    Asner, G.P.2
  • 22
    • 84942010234 scopus 로고    scopus 로고
    • Spatiotemporal patterns of non-genetically modified crops in the era of expansion of genetically modified food
    • Sun, J, Wu, W, Tang, H, Liu, J, Spatiotemporal patterns of non-genetically modified crops in the era of expansion of genetically modified food. Scientific Reports, 5, 2015, 10.1038/srep14180.
    • (2015) Scientific Reports , vol.5
    • Sun, J.1    Wu, W.2    Tang, H.3    Liu, J.4
  • 23
    • 84929192160 scopus 로고    scopus 로고
    • Mapping paddy rice planting area in wheat-rice double-cropped areas through integration of Landsat-8 OLI, MODIS, and PALSAR images
    • Wang, J, Xiao, X, Qin, Y, Dong, J, Zhang, G, Kou, W, Jin, C, Zhou, Y, Zhang, Y, Mapping paddy rice planting area in wheat-rice double-cropped areas through integration of Landsat-8 OLI, MODIS, and PALSAR images. Scientific Reports, 5, 2015, 10.1038/srep10088.
    • (2015) Scientific Reports , vol.5
    • Wang, J.1    Xiao, X.2    Qin, Y.3    Dong, J.4    Zhang, G.5    Kou, W.6    Jin, C.7    Zhou, Y.8    Zhang, Y.9
  • 24
    • 39749173163 scopus 로고    scopus 로고
    • Large-area crop mapping using time-series MODIS 250 m NDVI data: An assessment for the US 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 US Central Great Plains. Remote Sensing of Environment 112 (2008), 1096–1116.
    • (2008) Remote Sensing of Environment , vol.112 , pp. 1096-1116
    • Wardlow, B.D.1    Egbert, S.L.2
  • 25
    • 34247523027 scopus 로고    scopus 로고
    • Analysis of time-series MODIS 250 m 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 250 m vegetation index data for crop classification in the US Central Great Plains. Remote Sensing of Environment 108 (2007), 290–310.
    • (2007) Remote Sensing of Environment , vol.108 , pp. 290-310
    • Wardlow, B.D.1    Egbert, S.L.2    Kastens, J.H.3
  • 26
    • 84895903483 scopus 로고    scopus 로고
    • Remote sensing-based global crop monitoring: Experiences with China's CropWatch system
    • Wu, B, Meng, J, Li, Q, Yan, N, Du, X, Zhang, M, Remote sensing-based global crop monitoring: Experiences with China's CropWatch system. International Journal of Digital Earth 7 (2013), 113–137.
    • (2013) International Journal of Digital Earth , vol.7 , pp. 113-137
    • Wu, B.1    Meng, J.2    Li, Q.3    Yan, N.4    Du, X.5    Zhang, M.6
  • 27
    • 84904268960 scopus 로고    scopus 로고
    • How could agricultural land systems contribute to raise food production under global change?
    • Wu, W B, Yu, Q Y, Peter, V H, You, L Z, Yang, P, Tang, H J, How could agricultural land systems contribute to raise food production under global change?. Journal of Integrative Agriculture 13 (2014), 1432–1442.
    • (2014) Journal of Integrative Agriculture , vol.13 , pp. 1432-1442
    • Wu, W.B.1    Yu, Q.Y.2    Peter, V.H.3    You, L.Z.4    Yang, P.5    Tang, H.J.6
  • 30
    • 79551684301 scopus 로고    scopus 로고
    • Evaluating high resolution SPOT 5 satellite imagery for crop identification
    • Yang, C, Everitt, J H, Murden, D, Evaluating high resolution SPOT 5 satellite imagery for crop identification. Computers and Electronics in Agriculture 75 (2011), 347–354.
    • (2011) Computers and Electronics in Agriculture , vol.75 , pp. 347-354
    • Yang, C.1    Everitt, J.H.2    Murden, D.3
  • 32
    • 84901319847 scopus 로고    scopus 로고
    • Improved maize cultivated area estimation over a large scale combining MODIS-EVI time series data and crop phenological information
    • Zhang, J, Feng, L, Yao, F, Improved maize cultivated area estimation over a large scale combining MODIS-EVI time series data and crop phenological information. ISPRS Journal of Photogrammetry and Remote Sensing 94 (2014), 102–113.
    • (2014) ISPRS Journal of Photogrammetry and Remote Sensing , vol.94 , pp. 102-113
    • Zhang, J.1    Feng, L.2    Yao, F.3
  • 33
    • 84884264508 scopus 로고    scopus 로고
    • Efficient corn and soybean mapping with temporal extendability: A multi-year experiment using Landsat imagery
    • Zhong, L, Gong, P, Biging, G S, Efficient corn and soybean mapping with temporal extendability: A multi-year experiment using Landsat imagery. Remote Sensing of Environment 140 (2014), 1–13.
    • (2014) Remote Sensing of Environment , vol.140 , pp. 1-13
    • Zhong, L.1    Gong, P.2    Biging, G.S.3
  • 34
    • 82055192022 scopus 로고    scopus 로고
    • A phenologybased approach to map crop types in the San Joaquin Valley, California
    • Zhong, L, Hawkins, T, Biging, G S, Gong, P, A phenologybased approach to map crop types in the San Joaquin Valley, California. International Journal of Remote Sensing 32 (2011), 7777–7804.
    • (2011) International Journal of Remote Sensing , vol.32 , pp. 7777-7804
    • Zhong, L.1    Hawkins, T.2    Biging, G.S.3    Gong, P.4
  • 35
    • 84883406049 scopus 로고    scopus 로고
    • A data mining approach for evaluation of optimal time-series of MODIS data for land cover mapping at a regional level
    • Zhou, F, Zhang, A, Townley-Smith, L, A data mining approach for evaluation of optimal time-series of MODIS data for land cover mapping at a regional level. ISPRS Journal of Photogrammetry and Remote Sensing 84 (2013), 114–129.
    • (2013) ISPRS Journal of Photogrammetry and Remote Sensing , vol.84 , pp. 114-129
    • Zhou, F.1    Zhang, A.2    Townley-Smith, L.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.