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Volumn 6, Issue 12, 2014, Pages 12789-12814

Complementarity of two rice mapping approaches: Characterizing strata mapped by hypertemporal MODIS and rice paddy identification using multitemporal SAR

Author keywords

Backscatter; Characterization; COSMO SkyMed; Crop calendars; Flooding; MODIS; Phenology; Rice; TerraSAR X; X band

Indexed keywords


EID: 84920076645     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs61212789     Document Type: Article
Times cited : (39)

References (73)
  • 1
    • 84865240022 scopus 로고    scopus 로고
    • Rice in the Global Economy: Strategic Research and Policy Issues for Food Security
    • International Rice Research Institute: Los Baños, Philippines
    • Pandey, S.; Byerlee, D.; Dawe, D.; Dobermann, A.; Mohanty, S.; Rozelle, S.; Hardy, B. Rice in the Global Economy: Strategic Research and Policy Issues for Food Security; International Rice Research Institute: Los Baños, Philippines, 2010.
    • (2010)
    • Pandey, S.1    Byerlee, D.2    Dawe, D.3    Dobermann, A.4    Mohanty, S.5    Rozelle, S.6    Hardy, B.7
  • 3
    • 84863074842 scopus 로고    scopus 로고
    • Rice is life: Scientific perspectives for the 21st century
    • International Rice Research Institute: Tsukuba, Japan
    • Toriyama, K.; Heong, K.L.; Hardy, B. Rice is life: Scientific perspectives for the 21st century. In World Rice Research Conference; International Rice Research Institute: Tsukuba, Japan, 2004; p. 590.
    • (2004) World Rice Research Conference , pp. 590
    • Toriyama, K.1    Heong, K.L.2    Hardy, B.3
  • 4
    • 84920065960 scopus 로고    scopus 로고
    • Production (Crops: Rice Paddy), (accessed on 30 August 2014)
    • FAOSTAT. Production (Crops: Rice Paddy). Available online: http://faostat.fao.org/site/567/default.aspx#ancor (accessed on 30 August 2014).
  • 5
    • 84896786843 scopus 로고    scopus 로고
    • Comparative analysis of normalised difference spectral indices derived from MODIS for detecting surface water in flooded rice cropping systems
    • Boschetti, M.; Nutini, F.; Manfron, G.; Brivio, P.A.; Nelson, A. Comparative analysis of normalised difference spectral indices derived from MODIS for detecting surface water in flooded rice cropping systems. PLoS ONE 2014, 9, doi:10.1371/journal.pone.0088741.
    • (2014) PLoS ONE , vol.9
    • Boschetti, M.1    Nutini, F.2    Manfron, G.3    Brivio, P.A.4    Nelson, A.5
  • 7
    • 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.; Kurosu, T.; Maeno, H.; Uratsuka, S.; Kozu, T.; Dabrowska-Zielinska, K.; Qi, J. 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 Sens. Environ. 2002, 81, 194-204.
    • (2002) Remote Sens. Environ. , vol.81 , 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
  • 9
    • 82155170568 scopus 로고    scopus 로고
    • Mapping the irrigated rice cropping patterns of the Mekong Delta, Vietnam, through hyper-temporal SPOT NDVI image analysis
    • Nguyen, T.T.H.; de Bie, C.A.J.M.; Ali, A.; Smaling, E.M.A.; Chu, T.H. Mapping the irrigated rice cropping patterns of the Mekong Delta, Vietnam, through hyper-temporal SPOT NDVI image analysis. Int. J. Remote Sens. 2011, 33, 415-434.
    • (2011) Int. J. Remote Sens. , vol.33 , pp. 415-434
    • Nguyen, T.T.H.1    de Bie, C.A.J.M.2    Ali, A.3    Smaling, E.M.A.4    Chu, T.H.5
  • 10
    • 0029336092 scopus 로고
    • Monitoring of rice crop growth from space using the ERS-1 C-band SAR
    • Kurosu, T.; Fujita, M.; Chiba, K. Monitoring of rice crop growth from space using the ERS-1 C-band SAR. IEEE Trans. Geosci. Remote Sens. 1995, 33, 1092-1096.
    • (1995) IEEE Trans. Geosci. Remote Sens. , vol.33 , pp. 1092-1096
    • Kurosu, T.1    Fujita, M.2    Chiba, K.3
  • 12
    • 80054061419 scopus 로고    scopus 로고
    • Mapping double-cropped irrigated rice fields in Taiwan using time-series Satellite Pour I'Observation de la Terre data
    • Chen, C.F.; Huang, S.W.; Son, N.T.; Chang, L.Y. Mapping double-cropped irrigated rice fields in Taiwan using time-series Satellite Pour I'Observation de la Terre data. J. Appl. Remote Sens. 2011, 5, doi:10.1117/1.3595276.
    • (2011) J. Appl. Remote Sens. , vol.5
    • Chen, C.F.1    Huang, S.W.2    Son, N.T.3    Chang, L.Y.4
  • 13
    • 0031923382 scopus 로고    scopus 로고
    • Classification of multi-temporal SPOT-XS satellite data for mapping rice fields on a West African floodplain
    • Turner, M.D.; Congalton, R.G. Classification of multi-temporal SPOT-XS satellite data for mapping rice fields on a West African floodplain. Int. J. Remote Sens. 1998, 19, 21-41.
    • (1998) Int. J. Remote Sens. , vol.19 , pp. 21-41
    • Turner, M.D.1    Congalton, R.G.2
  • 14
    • 0026933163 scopus 로고
    • Role of middle infrared bands of Landsat Thematic Mapper in determining the classification accuracy of rice
    • Panigrahy, S.; Parihar, J.S. Role of middle infrared bands of Landsat Thematic Mapper in determining the classification accuracy of rice. Int. J. Remote Sens. 1992, 13, 2943-2949.
    • (1992) Int. J. Remote Sens. , vol.13 , pp. 2943-2949
    • Panigrahy, S.1    Parihar, J.S.2
  • 15
    • 0030159073 scopus 로고    scopus 로고
    • Estimation of paddy field area using the area ratio of categories in each mixel of Landsat TM
    • Okamoto, K.; Fukuhara, M. Estimation of paddy field area using the area ratio of categories in each mixel of Landsat TM. Int. J. Remote Sens. 1996, 17, 1735-1749.
    • (1996) Int. J. Remote Sens. , vol.17 , pp. 1735-1749
    • Okamoto, K.1    Fukuhara, M.2
  • 16
    • 84920067051 scopus 로고    scopus 로고
    • Estimation of the Area of Rice Paddy Field Using Satellite Data: By Multi Level Slice Method and Band Ratio Method
    • (accessed on 30 August 2014).
    • Miyazato, M.; Ishiguro, E.; Hidaka, Y.; Sato, M.; Yoshida, S.; Chen, J.Y. Estimation of the Area of Rice Paddy Field Using Satellite Data: By Multi Level Slice Method and Band Ratio Method. Available online: http://ir.kagoshima-u.ac.jp/bitstream/10232/2928/1/KJ00000011053.pdf (accessed on 30 August 2014).
    • Miyazato, M.1    Ishiguro, E.2    Hidaka, Y.3    Sato, M.4    Yoshida, S.5    Chen, J.Y.6
  • 17
    • 0032553677 scopus 로고    scopus 로고
    • Rice crop area estimation of an administrative division in China using remote sensing data
    • Fang, H. Rice crop area estimation of an administrative division in China using remote sensing data. Int. J. Remote Sens. 1998, 19, 3411-3419.
    • (1998) Int. J. Remote Sens. , vol.19 , pp. 3411-3419
    • Fang, H.1
  • 18
    • 0033310936 scopus 로고    scopus 로고
    • Estimation of rice field area using two-date Landsat TM images in Korea
    • Hamburg, Germany, 28 June-2 July
    • Hong, S.Y.; Lee, K.S.; Rim, S.K.; Kim, K.U. Estimation of rice field area using two-date Landsat TM images in Korea. In Proceedings of Geoscience and Remote Sensing Symposium, Hamburg, Germany, 28 June-2 July 1999; pp. 732-734.
    • (1999) Proceedings of Geoscience and Remote Sensing Symposium , pp. 732-734
    • Hong, S.Y.1    Lee, K.S.2    Rim, S.K.3    Kim, K.U.4
  • 19
    • 0026614595 scopus 로고
    • Estimation of cropped area and grain yield of rice using remote sensing data
    • Tennakoon, S.B.; Murty, V.V.N.; Eiumnoh, A. Estimation of cropped area and grain yield of rice using remote sensing data. Int. J. Remote Sens. 1992, 13, 427-439.
    • (1992) Int. J. Remote Sens. , vol.13 , pp. 427-439
    • Tennakoon, S.B.1    Murty, V.V.N.2    Eiumnoh, A.3
  • 20
    • 0037455689 scopus 로고    scopus 로고
    • Calculating environmental moisture for per-field discrimination of rice crops
    • Van Niel, T.G.; McVicar, T.R.; Fang, H.; Liang, S. Calculating environmental moisture for per-field discrimination of rice crops. Int. J. Remote Sens. 2003, 24, 885-890.
    • (2003) Int. J. Remote Sens. , vol.24 , pp. 885-890
    • Van Niel, T.G.1    McVicar, T.R.2    Fang, H.3    Liang, S.4
  • 21
    • 84870494166 scopus 로고    scopus 로고
    • Remote sensing of rice crop areas
    • Kuenzer, C.; Knauer, K. Remote sensing of rice crop areas. Int. J. Remote Sens. 2012, 34, 2101-2139.
    • (2012) Int. J. Remote Sens. , vol.34 , pp. 2101-2139
    • Kuenzer, C.1    Knauer, K.2
  • 23
    • 0033541132 scopus 로고    scopus 로고
    • Rice field mapping and monitoring with RADARSAT data
    • Ribbes, F. Rice field mapping and monitoring with RADARSAT data. Int. J. Remote Sens. 1999, 20, 745-765.
    • (1999) Int. J. Remote Sens. , vol.20 , pp. 745-765
    • Ribbes, F.1
  • 24
    • 77549088874 scopus 로고    scopus 로고
    • Remote sensing imagery in vegetation mapping: A review
    • Xie, Y.; Sha, Z.; Yu, M. Remote sensing imagery in vegetation mapping: A review. J. Plant Ecol. 2008, 1, 9-23.
    • (2008) J. Plant Ecol. , vol.1 , pp. 9-23
    • Xie, Y.1    Sha, Z.2    Yu, M.3
  • 25
    • 70449381068 scopus 로고    scopus 로고
    • Multi-year monitoring of rice crop phenology through time series analysis of MODIS images
    • Boschetti, M.; Stroppiana, D.; Brivio, P.A.; Bocchi, S. Multi-year monitoring of rice crop phenology through time series analysis of MODIS images. Int. J. Remote Sens. 2009, 30, 4643-4662.
    • (2009) Int. J. Remote Sens. , vol.30 , pp. 4643-4662
    • Boschetti, M.1    Stroppiana, D.2    Brivio, P.A.3    Bocchi, S.4
  • 26
    • 80054085835 scopus 로고    scopus 로고
    • Wavelet filtering of time-series moderate resolution imaging spectroradiometer data for rice crop mapping using support vector machines and maximum likelihood classifier
    • Chen, C.F.; Son, N.T.; Chen, C.R.; Chang, L.Y. Wavelet filtering of time-series moderate resolution imaging spectroradiometer data for rice crop mapping using support vector machines and maximum likelihood classifier. J. Appl. Remote Sens. 2011, 5, doi:10.1117/1.3595272.
    • (2011) J. Appl. Remote Sens. , vol.5
    • Chen, C.F.1    Son, N.T.2    Chen, C.R.3    Chang, L.Y.4
  • 28
    • 79952739809 scopus 로고    scopus 로고
    • Detection and estimation of mixed paddy rice cropping patterns with MODIS data
    • Peng, D.; Huete, A.R.; Huang, J.; Wang, F.; Sun, H. Detection and estimation of mixed paddy rice cropping patterns with MODIS data. Int. J. Appl. Earth Obs. Geoinf. 2011, 13, 13-23.
    • (2011) Int. J. Appl. Earth Obs. Geoinf. , vol.13 , pp. 13-23
    • Peng, D.1    Huete, A.R.2    Huang, J.3    Wang, F.4    Sun, H.5
  • 31
    • 76449119820 scopus 로고    scopus 로고
    • Mapping paddy rice with multi-date moderate-resolution imaging spectroradiometer (MODIS) data in China
    • Sun, H.S.; Huang, J.F.; Huete, A.; Peng, D.L.; Zhang, F. Mapping paddy rice with multi-date moderate-resolution imaging spectroradiometer (MODIS) data in China. J. Zhejiang Univ. Sci. A 2009, 10, 1509-1522.
    • (2009) J. Zhejiang Univ. Sci. A , vol.10 , pp. 1509-1522
    • Sun, H.S.1    Huang, J.F.2    Huete, A.3    Peng, D.L.4    Zhang, F.5
  • 32
    • 29244490029 scopus 로고    scopus 로고
    • Mapping paddy rice agriculture in South and Southeast Asia using Multi-temporal MODIS images
    • Xiao, X.M.; Boles, S.; Frolking, S.; Li, C.S.; Babu, J.Y.; Salas, W.; Moore, B. Mapping paddy rice agriculture in South and Southeast Asia using Multi-temporal MODIS images. Remote Sens. Environ. 2006, 100, 95-113.
    • (2006) Remote Sens. Environ. , vol.100 , pp. 95-113
    • Xiao, X.M.1    Boles, S.2    Frolking, S.3    Li, C.S.4    Babu, J.Y.5    Salas, W.6    Moore, B.7
  • 34
    • 84904488994 scopus 로고    scopus 로고
    • Potential of X-band images from high-resolution satellite SAR sensors to assess growth and yield in paddy rice
    • Inoue, Y.; Sakaiya, E.; Wang, C. Potential of X-band images from high-resolution satellite SAR sensors to assess growth and yield in paddy rice. Remote Sens. 2014, 6, 5995-6019.
    • (2014) Remote Sens. , vol.6 , pp. 5995-6019
    • Inoue, Y.1    Sakaiya, E.2    Wang, C.3
  • 35
    • 68949167909 scopus 로고    scopus 로고
    • A scheme for regional rice yield estimation using ENVISAT ASAR data
    • Shen, S.; Yang, S.; Li, B.; Tan, B.; Li, Z.; Toan, T.L. A scheme for regional rice yield estimation using ENVISAT ASAR data. Sci. China Ser. Earth Sci. 2009, 52, 1183-1194.
    • (2009) Sci. China Ser. Earth Sci. , vol.52 , pp. 1183-1194
    • Shen, S.1    Yang, S.2    Li, B.3    Tan, B.4    Li, Z.5    Toan, T.L.6
  • 36
    • 59849099595 scopus 로고    scopus 로고
    • Monitoring of the rice cropping system in the Mekong Delta using ENVISAT/ASAR dual polarization data
    • Bouvet, A.; Toan, T.L.; Nguyen, L.-D. Monitoring of the rice cropping system in the Mekong Delta using ENVISAT/ASAR dual polarization data. IEEE Trans. Geosci. Remote Sens. 2009, 47, 517-526.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , pp. 517-526
    • Bouvet, A.1    Toan, T.L.2    Nguyen, L.-D.3
  • 37
    • 80555126902 scopus 로고    scopus 로고
    • Use of ENVISAT/ASAR wide-swath data for timely rice fields mapping in the Mekong River Delta
    • Bouvet, A.; Toan, T.L. Use of ENVISAT/ASAR wide-swath data for timely rice fields mapping in the Mekong River Delta. Remote Sens. Environ. 2011, 115, 1090-1101.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 1090-1101
    • Bouvet, A.1    Toan, T.L.2
  • 38
    • 33645714758 scopus 로고    scopus 로고
    • SAR signature investigation of rice crop using RADARSAT data
    • Choudhury, I.; Chakraborty, M. SAR signature investigation of rice crop using RADARSAT data. Int. J. Remote Sens. 2006, 27, 519-534.
    • (2006) Int. J. Remote Sens. , vol.27 , pp. 519-534
    • Choudhury, I.1    Chakraborty, M.2
  • 39
    • 0031225122 scopus 로고    scopus 로고
    • The identification of rice fields using multi-temporal ERS-1 C band SAR data
    • Kurosu, T.; Fujita, M.; Chiba, K. The identification of rice fields using multi-temporal ERS-1 C band SAR data. Int. J. Remote Sens. 1997, 18, 2953-2965.
    • (1997) Int. J. Remote Sens. , vol.18 , pp. 2953-2965
    • Kurosu, T.1    Fujita, M.2    Chiba, K.3
  • 40
    • 0031133928 scopus 로고    scopus 로고
    • Early estimation of rice area using temporal ERS-1 synthetic aperture radar data a case study for the Howrah and Hughly Districts of West Bengal, India
    • Panigrahy, S.; Chakraborty, M.; Sharma, S.A.; Kundu, N.; Ghose, S.C.; Pal, M. Early estimation of rice area using temporal ERS-1 synthetic aperture radar data a case study for the Howrah and Hughly Districts of West Bengal, India. Int. J. Remote Sens. 1997, 18, 1827-1833.
    • (1997) Int. J. Remote Sens. , vol.18 , pp. 1827-1833
    • Panigrahy, S.1    Chakraborty, M.2    Sharma, S.A.3    Kundu, N.4    Ghose, S.C.5    Pal, M.6
  • 41
    • 80051891221 scopus 로고    scopus 로고
    • Remote sensing of irrigated agriculture: Opportunities and challenges
    • Ozdogan, M.; Yang, Y.; Allez, G.; Cervantes, C. Remote sensing of irrigated agriculture: Opportunities and challenges. Remote Sens. 2010, 2, 2274-2304.
    • (2010) Remote Sens. , vol.2 , pp. 2274-2304
    • Ozdogan, M.1    Yang, Y.2    Allez, G.3    Cervantes, C.4
  • 42
    • 84920089604 scopus 로고    scopus 로고
    • 1st ed.; DIAKONIA: Manila, Philippines
    • IBON. Philippines Profile, 1st ed.; DIAKONIA: Manila, Philippines, 1996.
    • (1996) Philippines Profile
  • 43
    • 84920083395 scopus 로고    scopus 로고
    • (accessed on 19 October 2014).
    • How to Prepare Ricefield for Planting. Available online: http://www.knowledgebank.irri.org/step-by-step-production/pre-planting/land-preparation (accessed on 19 October 2014).
    • How to Prepare Ricefield for Planting
  • 45
    • 84920088248 scopus 로고    scopus 로고
    • (accessed on 4 June 2013).
    • NASA. MODIS Components. Available online: http://modis.gsfc.nasa.gov/about/components.php (accessed on 4 June 2013).
    • MODIS Components
  • 47
    • 0026296608 scopus 로고
    • Global land cover classification by remote sensing: Present capabilities and future possibilities
    • Townshend, J.; Justice, C.; Li, W.; Gurney, C.; McManus, J. Global land cover classification by remote sensing: Present capabilities and future possibilities. Remote Sens. Environ. 1991, 35, 243-255.
    • (1991) Remote Sens. Environ. , vol.35 , pp. 243-255
    • Townshend, J.1    Justice, C.2    Li, W.3    Gurney, C.4    McManus, J.5
  • 48
    • 54949150764 scopus 로고    scopus 로고
    • (accessed on 20 October 2013).
    • ASI. COSMO-SkyMed System Description & User Guide. Available online: http://www.cosmo-skymed.it/en/index.htm (accessed on 20 October 2013).
    • COSMO-SkyMed System Description & User Guide
  • 49
    • 78649558433 scopus 로고    scopus 로고
    • TerraSAR-X Ground Segment, Basic Product Specification Document
    • (accessed on 30 August 2014).
    • Eineder, M.; Fritz, T.; Mittermayer, J.; Roth, A.; Boerner, E.; Breit, H. TerraSAR-X Ground Segment, Basic Product Specification Document. Available online: http://www.researchgate.net/ publication/235027942_TerraSAR-X_Ground_Segment_Basic_Product_Specification_Document (accessed on 30 August 2014).
    • Eineder, M.1    Fritz, T.2    Mittermayer, J.3    Roth, A.4    Boerner, E.5    Breit, H.6
  • 51
    • 84920072061 scopus 로고    scopus 로고
    • Submerge Soils for Rice Production: Rice Growing Environments, (accessed on 21 August 2014)
    • Submerge Soils for Rice Production: Rice Growing Environments. Available online: http://www.knowledgebank.irri.org/submergedsoils/index.php/rice-growing-environments/lesson-1 (accessed on 21 August 2014).
  • 52
    • 23744451536 scopus 로고    scopus 로고
    • Mapping multi-year cropping patterns in small irrigation districts from time-series analysis of Landsat TM images
    • Martínez-Casasnovas, J.A.; Martín-Montero, A.; Auxiliadora Casterad, M. Mapping multi-year cropping patterns in small irrigation districts from time-series analysis of Landsat TM images. Eur. J. Agron. 2005, 23, 159-169.
    • (2005) Eur. J. Agron. , vol.23 , pp. 159-169
    • Martínez-Casasnovas, J.A.1    Martín-Montero, A.2    Auxiliadora Casterad, M.3
  • 53
    • 79960292655 scopus 로고    scopus 로고
    • TIMESAT 3.1 Software Manual
    • (accessed on 20 August 2014).
    • Eklundh, L.; Jönsson, P. TIMESAT 3.1 Software Manual. Available online: http://www.nateko. lu.se/timesat/docs/timesat3_1_1_SoftwareManual.pdf (accessed on 20 August 2014).
    • Eklundh, L.1    Jönsson, P.2
  • 54
    • 0036699946 scopus 로고    scopus 로고
    • Seasonality extraction by function fitting to time-series of satellite sensor data
    • Jonsson, P.; Eklundh, L. Seasonality extraction by function fitting to time-series of satellite sensor data. IEEE Trans. Geosci. Remote Sens. 2002, 40, 1824-1832.
    • (2002) IEEE Trans. Geosci. Remote Sens. , vol.40 , pp. 1824-1832
    • Jonsson, P.1    Eklundh, L.2
  • 55
    • 5144233854 scopus 로고    scopus 로고
    • TIMESAT-A program for analyzing time-series of satellite sensor data
    • Jönsson, P.; Eklundh, L. TIMESAT-A program for analyzing time-series of satellite sensor data. Comput. Geosci. 2004, 30, 833-845.
    • (2004) Comput. Geosci. , vol.30 , pp. 833-845
    • Jönsson, P.1    Eklundh, L.2
  • 60
    • 39049130948 scopus 로고    scopus 로고
    • Two Effective Feature Selection Criteria for Multispectral Remote Sensing.
    • (accessed on 30 August 2014).
    • Swain, P.; King, R. Two Effective Feature Selection Criteria for Multispectral Remote Sensing. Available online: http://docs.lib.purdue.edu/cgi/viewcontent.cgi?article=1038&context=larstech (accessed on 30 August 2014).
    • Swain, P.1    King, R.2
  • 61
    • 84912097595 scopus 로고    scopus 로고
    • Towards an operational SAR-based rice monitoring system in Asia: Examples from 13 demonstration sites across Asia in the RIICE project
    • Nelson, A.; Setiyono, T.; Rala, A.; Quicho, E.; Raviz, J.; Abonete, P.; Maunahan, A.; Garcia, C.; Bhatti, H.; Villano, L.; et al. Towards an operational SAR-based rice monitoring system in Asia: Examples from 13 demonstration sites across Asia in the RIICE project. Remote Sens. 2014, 6, 10773-10812.
    • (2014) Remote Sens. , vol.6 , pp. 10773-10812
    • Nelson, A.1    Setiyono, T.2    Rala, A.3    Quicho, E.4    Raviz, J.5    Abonete, P.6    Maunahan, A.7    Garcia, C.8    Bhatti, H.9    Villano, L.10    .11
  • 63
    • 84920076901 scopus 로고    scopus 로고
    • In Forest Monitoring Using TerraSAR-X Data-Evaluation of Processing Methods and First Results
    • (accessed online 30 August 2014).
    • Lemp, D.; Koch, B. In Forest Monitoring Using TerraSAR-X Data-Evaluation of Processing Methods and First Results. Available online: http://sss.terrasar-x.dlr.de/papers_sci_meet_3/poster/MTH0384_lemp.pdf (accessed online 30 August 2014).
    • Lemp, D.1    Koch, B.2
  • 64
    • 84920069139 scopus 로고    scopus 로고
    • Radar Reflectivity Estimation Using Multiple SAR Scenes of the Same Target: Technique and Applications
    • (accessed on 8 August 1997).
    • De Grandi, G.F.; Leysen, M.; Lee, J.S.; Schuler, D. Radar Reflectivity Estimation Using Multiple SAR Scenes of the Same Target: Technique and Applications. Available online: http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=615338&url=http%3A%2F%2Fieeexplore.ieee.org%2Fiel3%2F481 0%2F13419%2F00615338.pdf%3Farnumber%3D615338 (accessed on 8 August 1997).
    • De Grandi, G.F.1    Leysen, M.2    Lee, J.S.3    Schuler, D.4
  • 67
    • 0003790917 scopus 로고
    • International Rice Research Institute: Los Banos, Philippines
    • Yoshida, S. Fundamentals of Rice Crop Science; International Rice Research Institute: Los Banos, Philippines, 1981.
    • (1981) Fundamentals of Rice Crop Science
    • Yoshida, S.1
  • 71
    • 84869029305 scopus 로고    scopus 로고
    • Relationship between X-band backscattering coefficients from high-resolution satellite SAR and biophysical variables in paddy rice
    • Inoue, Y.; Sakaiya, E. Relationship between X-band backscattering coefficients from high-resolution satellite SAR and biophysical variables in paddy rice. Remote Sens. Lett. 2012, 4, 288-295.
    • (2012) Remote Sens. Lett. , vol.4 , pp. 288-295
    • Inoue, Y.1    Sakaiya, E.2
  • 72
    • 84920070247 scopus 로고    scopus 로고
    • (accessed on 25 March 2014).
    • PAGASA. Current Climate Trends in the Philippines. Available online: http://www.pagasa.dost. gov.ph/climate-agromet/climate-change-in-the-philippines/116-climate-change-in-the-philippines/ 594-current-climate-and-observed-trends (accessed on 25 March 2014).
    • Current Climate Trends in the Philippines


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