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Volumn 39, Issue 4, 2018, Pages 1042-1067

Mapping paddy rice fields by applying machine learning algorithms to multi-temporal sentinel-1A and landsat data

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; CLASSIFICATION (OF INFORMATION); CROPS; CULTIVATION; DECISION TREES; IMAGE RESOLUTION; POLARIZATION; SPACE-BASED RADAR; SUPPORT VECTOR MACHINES; SYNTHETIC APERTURE RADAR;

EID: 85047778316     PISSN: 01431161     EISSN: 13665901     Source Type: Journal    
DOI: 10.1080/01431161.2017.1395969     Document Type: Article
Times cited : (110)

References (68)
  • 2
    • 84950132986 scopus 로고    scopus 로고
    • Mapping CORINE Land Cover from Sentinel-1A SAR and SRTM Digital Elevation Model Data Using Random Forests
    • Balzter, H., B. Cole, C. Thiel, and C. Schmullius. 2015. "Mapping CORINE Land Cover from Sentinel-1A SAR and SRTM Digital Elevation Model Data Using Random Forests." Remote Sensing 7 (11): 14876-14898. doi:10.3390/rs71114876.
    • (2015) Remote Sensing , vol.7 , Issue.11 , pp. 14876-14898
    • Balzter, H.1    Cole, B.2    Thiel, C.3    Schmullius, C.4
  • 3
    • 84860392830 scopus 로고    scopus 로고
    • Monitoring Global Croplands with Coarse Resolution Earth Observations: The Global Agriculture Monitoring (GLAM) Project
    • Becker-Reshef, I., C. Justice, M. Sullivan, E. Vermote, C. Tucker, A. Anyamba, J. Small et al. 2010. "Monitoring Global Croplands with Coarse Resolution Earth Observations: The Global Agriculture Monitoring (GLAM) Project." Remote Sensing 2 (6): 1589. DOI:10.3390/rs2061589.
    • (2010) Remote Sensing , vol.2 , Issue.6 , pp. 1589
    • Becker-Reshef, I.1    Justice, C.2    Sullivan, M.3    Vermote, E.4    Tucker, C.5    Anyamba, A.6    Small, J.7
  • 4
    • 59849099595 scopus 로고    scopus 로고
    • Monitoring of the Rice Cropping System in the Mekong Delta Using ENVISAT/ASAR Dual Polarization Data
    • Bouvet, A., T. Le Toan, and N. Lam-Dao. 2009. "Monitoring of the Rice Cropping System in the Mekong Delta Using ENVISAT/ASAR Dual Polarization Data." IEEE Transactions on Geoscience and Remote Sensing 47 (2): 517-526. doi:10.1109/TGRS.2008.2007963.
    • (2009) IEEE Transactions on Geoscience and Remote Sensing , vol.47 , Issue.2 , pp. 517-526
    • Bouvet, A.1    Le Toan, T.2    Lam-Dao, N.3
  • 6
    • 0035478854 scopus 로고    scopus 로고
    • Random Forests
    • Breiman, L. 2001. "Random Forests." Machine Learning 45: 5-32. doi:10.1023/A:1010933404324.
    • (2001) Machine Learning , vol.45 , pp. 5-32
    • Breiman, L.1
  • 8
    • 85019346314 scopus 로고    scopus 로고
    • Exploitation of SAR and Optical Sentinel Data to Detect Rice Crop and Estimate Seasonal Dynamics of Leaf Area Index
    • Campos-Taberner, M., F. Garcia-Haro, G. Camps-Valls, G. Grau-Muedra, F. Nutini, L. Busetto, D. Katsantonis et al. 2017. "Exploitation of SAR and Optical Sentinel Data to Detect Rice Crop and Estimate Seasonal Dynamics of Leaf Area Index." Remote Sensing 9 (3): 248. DOI:10.3390/rs9030248.
    • (2017) Remote Sensing , vol.9 , Issue.3 , pp. 248
    • Campos-Taberner, M.1    Garcia-Haro, F.2    Camps-Valls, G.3    Grau-Muedra, G.4    Nutini, F.5    Busetto, L.6    Katsantonis, D.7
  • 9
    • 33646682573 scopus 로고    scopus 로고
    • A Neural Network Integrated Approach for Rice Crop Monitoring
    • Chen, C., and H. McNairn. 2006. "A Neural Network Integrated Approach for Rice Crop Monitoring." International Journal of Remote Sensing 27 (7): 1367-1393. doi:10.1080/01431160500421507.
    • (2006) International Journal of Remote Sensing , vol.27 , Issue.7 , pp. 1367-1393
    • Chen, C.1    Mc Nairn, H.2
  • 10
    • 34547227147 scopus 로고    scopus 로고
    • Application of ENVISAT ASAR Data in Mapping Rice Crop Growth in Southern China
    • Chen, J., H. Lin, and Z. Pei. 2007. "Application of ENVISAT ASAR Data in Mapping Rice Crop Growth in Southern China." IEEE Geoscience and Remote Sensing Letters 4 (3): 431-435. doi:10.1109/LGRS.2007.896996.
    • (2007) IEEE Geoscience and Remote Sensing Letters , vol.4 , Issue.3 , pp. 431-435
    • Chen, J.1    Lin, H.2    Pei, Z.3
  • 11
    • 79956144041 scopus 로고    scopus 로고
    • Mapping Rice Planting Areas in Southern China Using the China Environment Satellite Data
    • Chen, J., J. Huang, and H. Jinxing. 2011. "Mapping Rice Planting Areas in Southern China Using the China Environment Satellite Data." Mathematical and Computer Modelling 54 (3-4): 1037-1043. doi:10.1016/j.mcm.2010.11.033.
    • (2011) Mathematical and Computer Modelling , vol.54 , Issue.3-4 , pp. 1037-1043
    • Chen, J.1    Huang, J.2    Jinxing, H.3
  • 14
    • 85048070476 scopus 로고    scopus 로고
    • China Rice Imports Reach Record High
    • Accessed 2 August
    • China Import Export. 2014. "China Rice Imports Reach Record High." China Import Export, Accessed 2 August 2015. http://www.chinaimportexport.org/china-rice-imports-reach-record-high-indepth-analysis/.
    • (2015) China Import Export
  • 15
    • 84971414274 scopus 로고    scopus 로고
    • Mapping Paddy Rice in China in 2002, 2005, 2010 and 2014 with MODIS Time Series
    • Clauss, K., H. Yan, and C. Kuenzer. 2016. "Mapping Paddy Rice in China in 2002, 2005, 2010 and 2014 with MODIS Time Series." Remote Sensing 8 (5): 434. doi:10.3390/rs8050434.
    • (2016) Remote Sensing , vol.8 , Issue.5 , pp. 434
    • Clauss, K.1    Yan, H.2    Kuenzer, C.3
  • 16
    • 0037631663 scopus 로고    scopus 로고
    • Land Policy Reform in China: Assessment and Prospects
    • Ding, C. 2003. "Land Policy Reform in China: Assessment and Prospects." Land Use Policy 20 (2): 109-120. doi:10.1016/S0264-8377(02)00073-X.
    • (2003) Land Use Policy , vol.20 , Issue.2 , pp. 109-120
    • Ding, C.1
  • 17
    • 85027922810 scopus 로고    scopus 로고
    • Tracking the Dynamics of Paddy Rice Planting Area in 1986-2010 through Time Series Landsat Images and Phenology-Based Algorithms
    • Dong, J., X. Xiao, W. Kou, Y. Qin, G. Zhang, L. Li, C. Jin, Y. Zhou, J. Wang, and C. Biradar. 2015. "Tracking the Dynamics of Paddy Rice Planting Area in 1986-2010 through Time Series Landsat Images and Phenology-Based Algorithms." Remote Sensing of Environment 160: 99-113. doi:10.1016/j.rse.2015.01.004.
    • (2015) Remote Sensing of Environment , vol.160 , pp. 99-113
    • Dong, J.1    Xiao, X.2    Kou, W.3    Qin, Y.4    Zhang, G.5    Li, L.6    Jin, C.7    Zhou, Y.8    Wang, J.9    Biradar, C.10
  • 19
    • 85048123597 scopus 로고    scopus 로고
    • ERDAS Imagine 2014
    • Hexagon Geospatial
    • ERDAS. 2014. ERDAS Imagine 2014. In: Peachtree Corners Circle Norcross. Hexagon Geospatial.
    • (2014) Peachtree Corners Circle Norcross
  • 21
    • 79952038417 scopus 로고    scopus 로고
    • Rice Crop Monitoring in South China with RADARSAT-2 Quad-Polarization SAR Data
    • Fan, W., W. Chao, Z. Hong, B. Zhang, and T. Yixian. 2011. "Rice Crop Monitoring in South China with RADARSAT-2 Quad-Polarization SAR Data." Geoscience and Remote Sensing Letters, IEEE 8 (2): 196-200. doi:10.1109/LGRS.2010.2055830.
    • (2011) Geoscience and Remote Sensing Letters, IEEE , vol.8 , Issue.2 , pp. 196-200
    • Fan, W.1    Chao, W.2    Hong, Z.3    Zhang, B.4    Yixian, T.5
  • 23
    • 3042654673 scopus 로고    scopus 로고
    • A Relative Evaluation of Multiclass Image Classification by Support Vector Machines
    • Foody, G. M., and A. Mathur. 2004. "A Relative Evaluation of Multiclass Image Classification by Support Vector Machines." IEEE Transactions on Geoscience and Remote Sensing 42 (6): 13351343. doi:10.1109/TGRS.2004.827257.
    • (2004) IEEE Transactions on Geoscience and Remote Sensing , vol.42 , Issue.6 , pp. 13351343
    • Foody, G.M.1    Mathur, A.2
  • 26
    • 84988703621 scopus 로고    scopus 로고
    • Comparison of Object-Based and Pixel-Based Random Forest Algorithm for Wetland Vegetation Mapping Using High Spatial Resolution GF-1 and SAR Data
    • Fu, B., Y. Wang, A. Campbell, L. Ying, B. Zhang, S. Yin, Z. Xing, and X. Jin. 2017. "Comparison of Object-Based and Pixel-Based Random Forest Algorithm for Wetland Vegetation Mapping Using High Spatial Resolution GF-1 and SAR Data." Ecological Indicators 73: 105-117. doi:10.1016/j.ecolind.2016.09.029.
    • (2017) Ecological Indicators , vol.73 , pp. 105-117
    • Fu, B.1    Wang, Y.2    Campbell, A.3    Ying, L.4    Zhang, B.5    Yin, S.6    Xing, Z.7    Jin, X.8
  • 27
    • 84888199590 scopus 로고    scopus 로고
    • Hyperspectral Canopy Sensing of Paddy Rice Aboveground Biomass at Different Growth Stages
    • Gnyp, M. L., Y. Miao, F. Yuan, S. L. Ustin, Y. Kang, Y. Yao, S. Huang, and G. Bareth. 2014. "Hyperspectral Canopy Sensing of Paddy Rice Aboveground Biomass at Different Growth Stages." Field Crops Research 155: 42-55. doi:10.1016/j.fcr.2013.09.023.
    • (2014) Field Crops Research , vol.155 , pp. 42-55
    • Gnyp, M.L.1    Miao, Y.2    Yuan, F.3    Ustin, S.L.4    Kang, Y.5    Yao, Y.6    Huang, S.7    Bareth, G.8
  • 28
    • 84872359932 scopus 로고    scopus 로고
    • Finer Resolution Observation and Monitoring of Global Land Cover: First Mapping Results with Landsat TM and ETM+ Data
    • Gong, P., J. Wang, L. Yu, Y. Zhao, Y. Zhao, L. Liang, Z. Niu, X. Huang, H. Fu, and S. Liu. 2013. "Finer Resolution Observation and Monitoring of Global Land Cover: First Mapping Results with Landsat TM and ETM+ Data." International Journal of Remote Sensing 34 (7): 2607-2654. doi:10.1080/01431161.2012.748992.
    • (2013) International Journal of Remote Sensing , vol.34 , Issue.7 , pp. 2607-2654
    • Gong, P.1    Wang, J.2    Yu, L.3    Zhao, Y.4    Zhao, Y.5    Liang, L.6    Niu, Z.7    Huang, X.8    Fu, H.9    Liu, S.10
  • 29
    • 0037138473 scopus 로고    scopus 로고
    • An Assessment of Support Vector Machines for Land Cover Classification
    • Huang, C., L. S. Davis, and J. R. G. Townshend. 2002. "An Assessment of Support Vector Machines for Land Cover Classification." International Journal of Remote Sensing 23 (4): 725-749. doi:10.1080/01431160110040323.
    • (2002) International Journal of Remote Sensing , vol.23 , Issue.4 , pp. 725-749
    • Huang, C.1    Davis, L.S.2    Townshend, J.R.G.3
  • 31
    • 84870760985 scopus 로고    scopus 로고
    • Tree Species Classification with Random Forest Using Very High Spatial Resolution 8-Band WorldView-2 Satellite Data
    • Immitzer, M., C. Atzberger, and T. Koukal. 2012. "Tree Species Classification with Random Forest Using Very High Spatial Resolution 8-Band WorldView-2 Satellite Data." Remote Sensing 4 (9): 2661. doi:10.3390/rs4092661.
    • (2012) Remote Sensing , vol.4 , Issue.9 , pp. 2661
    • Immitzer, M.1    Atzberger, C.2    Koukal, T.3
  • 32
    • 84884706558 scopus 로고    scopus 로고
    • Capability of C-Band Backscattering Coefficients from High-Resolution Satellite SAR Sensors to Assess Biophysical Variables in Paddy Rice
    • Inoue, Y., E. Sakaiya, and C. Wang. 2014. "Capability of C-Band Backscattering Coefficients from High-Resolution Satellite SAR Sensors to Assess Biophysical Variables in Paddy Rice." Remote Sensing of Environment 140: 257-266. doi:10.1016/j.rse.2013.09.001.
    • (2014) Remote Sensing of Environment , vol.140 , pp. 257-266
    • Inoue, Y.1    Sakaiya, E.2    Wang, C.3
  • 33
    • 0036322873 scopus 로고    scopus 로고
    • Season-Long Daily Measurements of Multifrequency (Ka, Ku, X, C, and L) and Full-Polarization Backscatter Signatures over Paddy Rice Field and Their Relationship with Biological Variables
    • Inoue, Y., T. Kurosu, H. Maeno, S. Uratsuka, T. Kozu, K. Dabrowska-Zielinska, and J. Qi. 2002. "Season-Long Daily Measurements of Multifrequency (Ka, Ku, X, C, and L) and Full-Polarization Backscatter Signatures over Paddy Rice Field and Their Relationship with Biological Variables." Remote Sensing of Environment 81 (2-3): 194-204. doi:10.1016/S0034-4257(01)00343-1.
    • (2002) Remote Sensing of Environment , vol.81 , Issue.2-3 , pp. 194-204
    • Inoue, Y.1    Kurosu, T.2    Maeno, H.3    Uratsuka, S.4    Kozu, T.5    Dabrowska-Zielinska, K.6    Qi, J.7
  • 34
    • 85050501209 scopus 로고    scopus 로고
    • Important Management Factors by Growth Stage
    • Accessed 03 March
    • IRRI. 2016. "Important Management Factors by Growth Stage." International Rice Research Institute (IRRI), Accessed 03 March 2016. http://www.knowledgebank.irri.org/decision-tools/growth-stages-and-important-management-factors.
    • (2016) International Rice Research Institute (IRRI)
  • 35
    • 84952989946 scopus 로고    scopus 로고
    • Mapping Paddy Rice Distribution Using MultiTemporal Landsat Imagery in the Sanjiang Plain, Northeast China
    • Jin, C., X. Xiao, J. Dong, Y. Qin, and Z. Wang. 2016. "Mapping Paddy Rice Distribution Using MultiTemporal Landsat Imagery in the Sanjiang Plain, Northeast China." Frontiers of Earth Science 10 (1): 49-62. doi:10.1007/s11707-015-0518-3.
    • (2016) Frontiers of Earth Science , vol.10 , Issue.1 , pp. 49-62
    • Jin, C.1    Xiao, X.2    Dong, J.3    Qin, Y.4    Wang, Z.5
  • 36
    • 84870494166 scopus 로고    scopus 로고
    • Remote Sensing of Rice Crop Areas
    • Kuenzer, C., and K. Knauer. 2013. "Remote Sensing of Rice Crop Areas." International Journal of Remote Sensing 34 (6): 2101-2139. doi:10.1080/01431161.2012.738946.
    • (2013) International Journal of Remote Sensing , vol.34 , Issue.6 , pp. 2101-2139
    • Kuenzer, C.1    Knauer, K.2
  • 40
    • 84891899921 scopus 로고    scopus 로고
    • Spatiotemporal Characteristics, Patterns, and Causes of Land-Use Changes in China since the Late 1980s
    • Liu, J., W. Kuang, Z. Zhang, X. Xinliang, Y. Qin, J. Ning, W. Zhou, et al. 2014. "Spatiotemporal Characteristics, Patterns, and Causes of Land-Use Changes in China since the Late 1980s." Journal of Geographical Sciences 24 (2): 195-210. doi:10.1007/s11442-014-1082-6.
    • (2014) Journal of Geographical Sciences , vol.24 , Issue.2 , pp. 195-210
    • Liu, J.1    Kuang, W.2    Zhang, Z.3    Xinliang, X.4    Qin, Y.5    Ning, J.6    Zhou, W.7
  • 41
    • 85019387338 scopus 로고    scopus 로고
    • Mapping Rice Fields in Urban Shanghai, Southeast China, Using Sentinel-1A and Landsat 8 Datasets
    • Mansaray, L. R., W. Huang, D. Zhang, J. Huang, and L. Jun. 2017. "Mapping Rice Fields in Urban Shanghai, Southeast China, Using Sentinel-1A and Landsat 8 Datasets." Remote Sensing 9 (3): 257. doi:10.3390/rs9030257.
    • (2017) Remote Sensing , vol.9 , Issue.3 , pp. 257
    • Mansaray, L.R.1    Huang, W.2    Zhang, D.3    Huang, J.4    Jun, L.5
  • 43
    • 14644402381 scopus 로고    scopus 로고
    • Partially Supervised Classification of Remote Sensing Images through SVM-based Probability Density Estimation
    • Mantero, P., G. Moser, and S. B. Serpico. 2005. "Partially Supervised Classification of Remote Sensing Images through SVM-based Probability Density Estimation." IEEE Transactions on Geoscience and Remote Sensing 43 (3): 559-570. doi:10.1109/TGRS.2004.842022.
    • (2005) IEEE Transactions on Geoscience and Remote Sensing , vol.43 , Issue.3 , pp. 559-570
    • Mantero, P.1    Moser, G.2    Serpico, S.B.3
  • 44
    • 69849110324 scopus 로고    scopus 로고
    • Integration of Optical and Synthetic Aperture Radar (SAR) Imagery for Delivering Operational Annual Crop Inventories
    • McNairn, H., C. Champagne, J. Shang, D. Holmstrom, and G. Reichert. 2009. "Integration of Optical and Synthetic Aperture Radar (SAR) Imagery for Delivering Operational Annual Crop Inventories." ISPRS Journal of Photogrammetry and Remote Sensing 64 (5): 434-449. doi:10.1016/j.isprsjprs.2008.07.006.
    • (2009) ISPRS Journal of Photogrammetry and Remote Sensing , vol.64 , Issue.5 , pp. 434-449
    • Mc Nairn, H.1    Champagne, C.2    Shang, J.3    Holmstrom, D.4    Reichert, G.5
  • 45
    • 84920506757 scopus 로고    scopus 로고
    • Application of Remote Sensors in Mapping Rice Area and Forecasting Its Production: A Review
    • Mosleh, M. K., Q. K. Hassan, and E. H. Chowdhury. 2015. "Application of Remote Sensors in Mapping Rice Area and Forecasting Its Production: A Review." Sensors 15 (1): 769-791. doi:10.3390/s150100769.
    • (2015) Sensors , vol.15 , Issue.1 , pp. 769-791
    • Mosleh, M.K.1    Hassan, Q.K.2    Chowdhury, E.H.3
  • 47
    • 84875556338 scopus 로고    scopus 로고
    • NASA Goddard Space Flight Center. 2011. Landsat 7 Science Data Users Handbook. http://landsathandbook.gsfc.nasa.gov/pdfs/Landsat7_Handbook.pdf.
    • (2011) Landsat 7 Science Data Users Handbook.
  • 48
    • 84987903831 scopus 로고    scopus 로고
    • Mapping Rice Extent and Cropping Scheme in the Mekong Delta Using Sentinel-1A Data
    • Nguyen, D. B., A. Gruber, and W. Wagner. 2016. "Mapping Rice Extent and Cropping Scheme in the Mekong Delta Using Sentinel-1A Data." Remote Sensing Letters 7 (12): 1209-1218. doi:10.1080/2150704X.2016.1225172.
    • (2016) Remote Sensing Letters , vol.7 , Issue.12 , pp. 1209-1218
    • Nguyen, D.B.1    Gruber, A.2    Wagner, W.3
  • 49
    • 85048075963 scopus 로고    scopus 로고
    • Object-Based Habitat Mapping Using Very High Spatial Resolution Multispectral and Hyperspectral Imagery with LiDAR Data
    • Onojeghuo, A. O., and A. R. Onojeghuo. 2017. "Object-Based Habitat Mapping Using Very High Spatial Resolution Multispectral and Hyperspectral Imagery with LiDAR Data." International Journal of Applied Earth Observation and Geoinformation 59: 79-91. doi:10.1016/j.jag.2017.03.007.
    • (2017) International Journal of Applied Earth Observation and Geoinformation , vol.59 , pp. 79-91
    • Onojeghuo, A.O.1    Onojeghuo, A.R.2
  • 52
    • 85048134348 scopus 로고    scopus 로고
    • Accessed 25 April 2016
    • Science and Technology Backyard. 2017. "What Is Science&Technology Backyard?", Accessed 25 April 2016. http://cnnm.org.cn/a/English/Science:Technology_Backyard/2016/0323/3834.html.
    • (2017) What is Science&Technology Backyard?"
  • 53
    • 85013664056 scopus 로고    scopus 로고
    • Mapping Urban Impervious Surface by Fusing Optical and SAR Data at the Decision Level
    • Shao, Z., F. Huyan, F. Peng, and L. Yin. 2016. "Mapping Urban Impervious Surface by Fusing Optical and SAR Data at the Decision Level." Remote Sensing 8 (11): 945. doi:10.3390/rs8110945.
    • (2016) Remote Sensing , vol.8 , Issue.11 , pp. 945
    • Shao, Z.1    Huyan, F.2    Peng, F.3    Yin, L.4
  • 54
    • 0032853435 scopus 로고    scopus 로고
    • China's Agricultural Land
    • Smil, V. 1999. "China's Agricultural Land." The China Quarterly 158: 414-429. doi:10.1017/S030574100000583X.
    • (1999) The China Quarterly , vol.158 , pp. 414-429
    • Smil, V.1
  • 55
    • 85048135625 scopus 로고    scopus 로고
    • Accessed 26 April 2017
    • SNAP, 2016. Snap Open Source Software. Accessed 26 April 2017. http://step.esa.int/main/tool boxes/snap/
    • (2016) Snap Open Source Software
  • 56
    • 85012912928 scopus 로고    scopus 로고
    • Assessment of Sentinel-1A Data for Rice Crop Classification Using Random Forests and Support Vector Machines
    • Son, N. T., C. F. Chen, C. R. Chen, and V. Q. Minh. 2017. "Assessment of Sentinel-1A Data for Rice Crop Classification Using Random Forests and Support Vector Machines." Geocarto International 1-15. doi:10.1080/10106049.2017.1289555.
    • (2017) Geocarto International , pp. 1-15
    • Son, N.T.1    Chen, C.F.2    Chen, C.R.3    Minh, V.Q.4
  • 57
    • 20044389902 scopus 로고    scopus 로고
    • Urban Land Expansion and Arable Land Loss in China-A Case Study of Beijing-Tianjin-Hebei Region
    • Tan, M., L. Xiubin, H. Xie, and L. Changhe. 2005. "Urban Land Expansion and Arable Land Loss in China-A Case Study of Beijing-Tianjin-Hebei Region." Land Use Policy 22 (3): 187-196. doi:10.1016/j.landusepol.2004.03.003.
    • (2005) Land Use Policy , vol.22 , Issue.3 , pp. 187-196
    • Tan, M.1    Xiubin, L.2    Xie, H.3    Changhe, L.4
  • 58
    • 62949210469 scopus 로고    scopus 로고
    • Climate Change, Land Use Change, and China's Food Security in the Twenty-First Century: An Integrated Perspective
    • Tao, F., M. Yokozawa, J. Liu, and Z. Zhang. 2009. "Climate Change, Land Use Change, and China's Food Security in the Twenty-First Century: An Integrated Perspective." Climatic Change 93 (3): 433-445. doi:10.1007/s10584-008-9491-0.
    • (2009) Climatic Change , vol.93 , Issue.3 , pp. 433-445
    • Tao, F.1    Yokozawa, M.2    Liu, J.3    Zhang, Z.4
  • 60
    • 85013668552 scopus 로고    scopus 로고
    • Monitoring Rice Agriculture across Myanmar Using Time Series Sentinel-1 Assisted by Landsat-8 and PALSAR-2
    • Torbick, N., D. Chowdhury, W. Salas, and Q. Jiaguo. 2017. "Monitoring Rice Agriculture across Myanmar Using Time Series Sentinel-1 Assisted by Landsat-8 and PALSAR-2." Remote Sensing 9 (2): 119. doi:10.3390/rs9020119.
    • (2017) Remote Sensing , vol.9 , Issue.2 , pp. 119
    • Torbick, N.1    Chowdhury, D.2    Salas, W.3    Jiaguo, Q.4
  • 62
    • 40449131303 scopus 로고    scopus 로고
    • Identification of Optimal Hyperspectral Bands for Estimation of Rice Biophysical Parameters
    • Wang, F.-M., J.-F. Huang, and X.-Z. Wang. 2008. "Identification of Optimal Hyperspectral Bands for Estimation of Rice Biophysical Parameters." Journal of Integrative Plant Biology 50 (3): 291-299. doi:10.1111/j.1744-7909.2007.00619.x.
    • (2008) Journal of Integrative Plant Biology , vol.50 , Issue.3 , pp. 291-299
    • Wang, F.-M.1    Huang, J.-F.2    Wang, X.-Z.3
  • 63
    • 84874372449 scopus 로고
    • Pedogenetic Characteristics of Albic Soils in the Three River Plain, Heilongjiang Province
    • Xing, B., M. J. Dudas, Z. Zhang, and Q. Xu. 1994. "Pedogenetic Characteristics of Albic Soils in the Three River Plain, Heilongjiang Province." Acta Pedologica Sinica 31: 95-104.
    • (1994) Acta Pedologica Sinica , vol.31 , pp. 95-104
    • Xing, B.1    Dudas, M.J.2    Zhang, Z.3    Xu, Q.4
  • 64
    • 84992180688 scopus 로고    scopus 로고
    • Accessed 5 June
    • Yale Center for Earth Observation. 2013. "Filling Gaps in Landsat ETM Images." Accessed 5 June 2015. http://www.yale.edu/ceo/Documentation/Landsat_ETM_Gap_Fill.pdf.
    • (2013) Filling Gaps in Landsat ETM Images
  • 65
    • 0034176136 scopus 로고    scopus 로고
    • Cultivated Land and Food Supply in China
    • Yang, H., and L. Xiubin. 2000. "Cultivated Land and Food Supply in China." Land Use Policy 17 (2): 73-88. doi:10.1016/S0264-8377(00)00008-9.
    • (2000) Land Use Policy , vol.17 , Issue.2 , pp. 73-88
    • Yang, H.1    Xiubin, L.2
  • 67
    • 79957466379 scopus 로고    scopus 로고
    • Quantifying Methane Emissions from Rice Paddies in Northeast China by Integrating Remote Sensing Mapping with a Biogeochemical Model
    • Zhang, Y., Y. Y. Wang, S. L. Su, and C. S. Li. 2011. "Quantifying Methane Emissions from Rice Paddies in Northeast China by Integrating Remote Sensing Mapping with a Biogeochemical Model." Biogeosciences 8 (5): 1225. doi:10.5194/bg-8-1225-2011.
    • (2011) Biogeosciences , vol.8 , Issue.5 , pp. 1225
    • Zhang, Y.1    Wang, Y.Y.2    Su, S.L.3    Li, C.S.4
  • 68
    • 0036113847 scopus 로고    scopus 로고
    • Classification Using ASTER Data and SVM Algorithms: The case study of Beer Sheva, Israel
    • Zhu, G., and D. G. Blumberg. 2002. "Classification Using ASTER Data and SVM Algorithms: The case study of Beer Sheva, Israel." Remote Sensing of Environment 80 (2): 233-240. doi:10.1016/S0034-4257(01)00305-4.
    • (2002) Remote Sensing of Environment , vol.80 , Issue.2 , pp. 233-240
    • Zhu, G.1    Blumberg, D.G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.