메뉴 건너뛰기




Volumn 7, Issue 1, 2013, Pages

Rice biomass retrieval from multitemporal ground-based scatterometer data and RADARSAT-2 images using neural networks

Author keywords

Backscattering coefficient; Biomass of rice plant; Monte Carlo simulation model; Neural network; RADARSAT 2 imagery; Rice paddy mapping

Indexed keywords

BACKSCATTERING; BIOMASS; INTELLIGENT SYSTEMS; MEAN SQUARE ERROR; METEOROLOGICAL INSTRUMENTS; MONTE CARLO METHODS; NEURAL NETWORKS; RADAR IMAGING; SYNTHETIC APERTURE RADAR;

EID: 84887421296     PISSN: None     EISSN: 19313195     Source Type: Journal    
DOI: 10.1117/1.JRS.7.073509     Document Type: Article
Times cited : (33)

References (32)
  • 1
    • 84870494166 scopus 로고    scopus 로고
    • Remote sensing of rice crop areas-A review
    • C. Kuenzer and K. Knauer, "Remote sensing of rice crop areas-a review," Int. J. Rem. Sens. 34(6), 2101-2139 (2013) http://dx.doi.org/10. 1080/01431161.2012.738946
    • (2013) Int. J. Rem. Sens , vol.34 , Issue.6 , pp. 2101-2139
    • Kuenzer, C.1    Knauer, K.2
  • 2
    • 84887483699 scopus 로고    scopus 로고
    • Bringing Hope Improving Lives, Strategic Plan 2007-2015 IRRI, Manila
    • International Rice Research Institute (IRRI), Bringing Hope, Improving Lives, Strategic Plan 2007-2015, 61 p, IRRI, Manila (2006).
    • (2006) International Rice Research Institute (IRRI , pp. 61
  • 3
    • 84857941233 scopus 로고    scopus 로고
    • Derivation of biomass information for semi-arid areas using remote-sensing data
    • C. Eisfelder, C. Kuenzer, and S. Dech, "Derivation of biomass information for semi-arid areas using remote-sensing data," Int. J. Rem. Sens. 33(9), 2937-2984 (2012), http://dx.doi .org/10.1080/01431161.2011.620034.
    • (2012) Int. J. Rem. Sens , vol.33 , Issue.9 , pp. 2937-2984
    • Eisfelder, C.1    Kuenzer, C.2    Dech, S.3
  • 4
    • 59849099595 scopus 로고    scopus 로고
    • Monitoring of the rice cropping system in the Mekong Delta using ENVISAT/ASAR dual polarization data
    • A. Bouvet, T. Le Toan, and L.-D. Nguyen, "Monitoring of the rice cropping system in the Mekong Delta using ENVISAT/ASAR dual polarization data," IEEE Trans. Geosci. Rem. Sens. 47(2), 517-526 (2009) http://dx.doi.org/10.1109/TGRS.2008.2007963
    • (2009) IEEE Trans. Geosci. Rem. Sens , vol.47 , Issue.2 , pp. 517-526
    • Bouvet, A.1    Le Toan, T.2    Nguyen, L.-D.3
  • 5
    • 84859784698 scopus 로고    scopus 로고
    • Growth monitoring and classification of rice fields using multitemporal RADARSAT-2 full-polarimetric data
    • C. Yonezawa et al., "Growth monitoring and classification of rice fields using multitemporal RADARSAT-2 full-polarimetric data," Int. J. Rem. Sens. 33(18), 5696-5711 (2012), http://dx.doi.org/10.1080/01431161.2012.665194.
    • (2012) Int. J. Rem. Sens , vol.33 , Issue.18 , pp. 5696-5711
    • Yonezawa, C.1
  • 6
    • 0030783483 scopus 로고    scopus 로고
    • Rice crop mapping and monitoring using ERS-1 data based on experiment and modeling results
    • T. Le Toan et al., "Rice crop mapping and monitoring using ERS-1 data based on experiment and modeling results," IEEE Trans. Geosci. Rem. Sens. 35(1), 41-56 (1997), http://dx doi.org/10.1109/36.551933.
    • (1997) IEEE Trans. Geosci. Rem. Sens , vol.35 , Issue.1 , pp. 41-56
    • Le Toan, T.1
  • 7
    • 67949106463 scopus 로고    scopus 로고
    • Polarimetric backscattering coefficients of flooded rice fields at L- and C-bands measurements, modeling, and data analysis
    • Y. Oh et al., "Polarimetric backscattering coefficients of flooded rice fields at L- and C-bands measurements, modeling, and data analysis," IEEE Trans. Geosci. Rem. Sens. 47(8), 2714-2721 (2009) http://dx.doi.org/10. 1109/TGRS.2009.2014053
    • (2009) IEEE Trans. Geosci. Rem. Sens , vol.47 , Issue.8 , pp. 2714-2721
    • Oh, Y.1
  • 8
    • 66149117336 scopus 로고    scopus 로고
    • High angular resolution measurements of the monostatic backscattering coefficient of rice fields
    • K.-S. Lim et al., "High angular resolution measurements of the monostatic backscattering coefficient of rice fields," J. Electromagn. Waves Appl. 23(1), 1-10 (2009), http://dx.doi .org/10.1163/156939309787604689.
    • (2009) J. Electromagn. Waves Appl , vol.23 , Issue.1 , pp. 1-10
    • Lim, K.-S.1
  • 9
    • 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
    • DOI 10.1016/S0034-4257(01)00343-1, PII S0034425701003431
    • Y. Inoue et al., "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," Rem. Sens. Environ. 81(2), 194-204 (2002), http://dx.doi.org/10.1016/S0034-4257(01)00343-1. (Pubitemid 34853591)
    • (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
  • 10
    • 0028995940 scopus 로고
    • A fully polarimetric multiple scattering model for crops
    • DOI 10.1016/0034-4257(95)00151-4
    • M. Bracaglia, P. Ferrazzoli, and L. Guerriero, "A fully polarimetric multiple scattering model for crops," Rem. Sens. Environ. 54(3), 170-179 (1995), http://dx.doi.org/10.1016/0034-4257(95)00151-4. (Pubitemid 3023553)
    • (1995) Remote Sensing of Environment , vol.54 , Issue.3 , pp. 170-179
    • Bracaglia, M.1    Ferrazzoli, P.2    Guerriero, L.3
  • 11
    • 33846198667 scopus 로고    scopus 로고
    • Electromagnetic scattering model for rice canopy based on Monte Carlo simulation
    • L. Wang et al., "Electromagnetic scattering model for rice canopy based on Monte Carlo simulation," Prog. Electromagn. Res. 52(1), 153-171 (2005), http://dx.doi.org/10.2528/PIER04080601.
    • (2005) Prog. Electromagn. Res , vol.52 , Issue.1 , pp. 153-171
    • Wang, L.1
  • 12
    • 0029336092 scopus 로고
    • Monitoring of rice crop growth from space using the ERS-1 C-band SAR
    • T. Kurosu, M. Fujita, and K. Chiba, "Monitoring of rice crop growth from space using the ERS-1 C-band SAR," IEEE Trans. Geosci. Rem. Sens. 33(4), 1092-1096 (1995), http://dx doi.org/10.1109/36.406698.
    • (1995) IEEE Trans. Geosci. Rem. Sens , vol.33 , Issue.4 , pp. 1092-1096
    • Kurosu, T.1    Fujita, M.2    Chiba, K.3
  • 13
    • 0032163271 scopus 로고    scopus 로고
    • Application of multitemporal ers-2 synthetic aperture radar in delineating rice cropping systems in the mekong river delta, vietnam
    • PII S0196289298068363
    • S. C. Liew et al., "Application of multitemporal ERS-2 synthetic aperture radar in delineating rice cropping systems in the Mekong River Delta, Vietnam," IEEE Trans. Geosci. Rem. Sens. 36(5), 1412-1420 (1998) http://dx.doi.org/10.1109/36.718845 (Pubitemid 128748545)
    • (1998) IEEE Transactions on Geoscience and Remote Sensing , vol.36 , Issue.5 PART 1 , pp. 1412-1420
    • Liew, S.C.1
  • 14
    • 0033586921 scopus 로고    scopus 로고
    • Temporal and spatial characteristics of irrigated rice in JERS-1 L-band SAR data
    • A. Rosenqvist, "Temporal and spatial characteristics of irrigated rice in JERS-1L-bandSARdata," Int. J. Rem. Sens. 20(8), 1567-1587 (1999) http://dx.doi.org/10.1080/014311699212614 (Pubitemid 29429352)
    • (1999) International Journal of Remote Sensing , vol.20 , Issue.8 , pp. 1567-1587
    • Rosenqvist, A.1
  • 15
    • 34547227147 scopus 로고    scopus 로고
    • Application of ENVISAT ASAR data in mapping rice crop growth in southern China
    • DOI 10.1109/LGRS.2007.896996
    • J. Chen, H. Lin, and Z. Pei, "Application of ENVISAT ASAR data in mapping rice crop growth in Southern China," IEEE Geosci. Rem. Sens. Lett. 4(3), 431-435 (2007), http://dx doi.org/10.1109/LGRS.2007.896996. (Pubitemid 47117454)
    • (2007) IEEE Geoscience and Remote Sensing Letters , vol.4 , Issue.3 , pp. 431-435
    • Chen, J.1    Lin, H.2    Pei, Z.3
  • 16
    • 84865687581 scopus 로고    scopus 로고
    • Estimation of the rice yield in the Mekong Delta using SAR dual polarisation data
    • Asian Association on Remote Sensing, Taiwan
    • L.-D. Nguyen et al., "Estimation of the rice yield in the Mekong Delta using SAR dual polarisation data," in Asian Conference for Remote Sensing, pp. 1047-1052, Asian Association on Remote Sensing, Taiwan (2011).
    • (2011) Asian Conference for Remote Sensing , pp. 1047-1052
    • Nguyen, L.-D.1
  • 18
    • 84655161885 scopus 로고    scopus 로고
    • Interpreting RADARSAT-2 quad-polarization SAR signatures from rice paddy based on experiments
    • S. Yang et al., "Interpreting RADARSAT-2 quad-polarization SAR signatures from rice paddy based on experiments," IEEE Geosci. Rem. Sens. Lett. 9(1), 65-69 (2012), http://dx.doi.org/10.1109/LGRS.2011.2160613.
    • (2012) IEEE Geosci. Rem. Sens. Lett , vol.9 , Issue.1 , pp. 65-69
    • Yang, S.1
  • 19
    • 84863000441 scopus 로고    scopus 로고
    • Rice phenology monitoring by means of SAR polarimetry at X-band
    • J. M. Lopez-Sanchez, S. R. Cloude, and J. D. Ballester, "Rice phenology monitoring by means of SAR polarimetry at X-band," IEEE Trans. Geosci. Rem. Sens. 50(7), 2695-2709 (2012) http://dx.doi.org/10.1109/TGRS.2011. 2176740
    • (2012) IEEE Trans. Geosci. Rem. Sens , vol.50 , Issue.7 , pp. 2695-2709
    • Lopez-Sanchez, J.M.1    Cloude, S.R.2    Ballester, J.D.3
  • 20
    • 84887417383 scopus 로고    scopus 로고
    • A comparison of TerraSAR-X Quadpol backscattering with RapidEye multispectral vegetation indices over rice fields in the Mekong Delta, Vietnam
    • S. Gebhardt et al., "A comparison of TerraSAR-X Quadpol backscattering with RapidEye multispectral vegetation indices over rice fields in the Mekong Delta, Vietnam," Int. J. Rem. Sens. 33(24), 7644-7661 (2012) http://dx.doi.org/10.1080/01431161.2012.702233
    • (2012) Int. J. Rem. Sens , vol.33 , Issue.24 , pp. 7644-7661
    • Gebhardt, S.1
  • 21
    • 0031106095 scopus 로고    scopus 로고
    • Biomass retrieval from high-dimensional active/passive remote sensing data by using artificial NN
    • Y. Q. Jin and C. Liu, "Biomass retrieval from high-dimensional active/passive remote sensing data by using artificial NN," Int. J. Rem. Sens. 18(4), 971-979 (1997), http://dx.doi.org/10.1080/014311697218863.
    • (1997) Int. J. Rem. Sens , vol.18 , Issue.4 , pp. 971-979
    • Jin, Y.Q.1    Liu, C.2
  • 22
    • 0031103298 scopus 로고    scopus 로고
    • Retrieving forest stand parameters from SAR backscatter data using a neural network trained by a canopy backscatter model
    • Y.Wang and D. Dong, "Retrieving forest stand parameters from SAR backscatter data using a neural network trained by a canopy backscatter model," Int. J. Rem. Sens. 18(4), 981-989 (1997) http://dx.doi.org/10.1080/ 014311697218872
    • (1997) Int. J. Rem. Sens , vol.18 , Issue.4 , pp. 981-989
    • Wang, Y.1    Dong, D.2
  • 23
    • 0035837310 scopus 로고    scopus 로고
    • Sunflower biomass estimation using a scattering model and a neural network algorithm
    • DOI 10.1080/01431160151144323
    • F. Del Frate and L. F. Wang, "Sunflower biomass estimation using a scattering model and a neural network algorithm," Int. J. Rem. Sens. 22(7), 1235-1244 (2001), http://dx.doi.org/10.1080/01431160151144323. (Pubitemid 32418342)
    • (2001) International Journal of Remote Sensing , vol.22 , Issue.7 , pp. 1235-1244
    • Del Frate, F.1    Wangs, L.-F.2
  • 24
    • 84887465276 scopus 로고    scopus 로고
    • Ground-based scatterometer measurements and inversion of surface parameters by using NN
    • M. Q. Jia and L. Tong, "Ground-based scatterometer measurements and inversion of surface parameters by using NN," Int. J. Rem. Sens. Appl. 2(1), 29-35 (2011).
    • (2011) Int. J. Rem. Sens. Appl , vol.2 , Issue.1 , pp. 29-35
    • Jia, M.Q.1    Tong, L.2
  • 25
    • 78649719818 scopus 로고    scopus 로고
    • Neural network adaptive algorithm applied to high resolution C-band SAR images for soil moisture retrieval in bare and vegetated areas
    • C. Notarnicola et al., "Neural network adaptive algorithm applied to high resolution C-band SAR images for soil moisture retrieval in bare and vegetated areas," Proc. SPIE 7829(1), 1-9 (2010).http://dx.doi.org/10.1117/ 12.865988
    • (2010) Proc. SPIE , vol.7829 , Issue.1 , pp. 1-9
    • Notarnicola, C.1
  • 26
    • 84861890165 scopus 로고    scopus 로고
    • Estimation of soil parameters over bare agriculture areas from C-band polarimetric SAR data using NN
    • N. Baghdadi et al., "Estimation of soil parameters over bare agriculture areas from C-band polarimetric SAR data using NN," Hydrol. Earth Syst. Sci. 16(6), 1607-1621 (2012), http://dx.doi.org/10.5194/hess-16- 1607-2012.
    • (2012) Hydrol. Earth Syst. Sci , vol.16 , Issue.6 , pp. 1607-1621
    • Baghdadi, N.1
  • 27
    • 1242286443 scopus 로고    scopus 로고
    • Wheat cycle monitoring using radar data and a neural network trained by a model
    • F. Del Frate et al., "Wheat cycle monitoring using radar data and a neural network trained by a model," IEEE Trans. Geosci. Rem. Sens. 42(1), 35-44 (2004), http://dx.doi.org/10.1109/TGRS.2003.817200.
    • (2004) IEEE Trans. Geosci. Rem. Sens , vol.42 , Issue.1 , pp. 35-44
    • Del Frate, F.1
  • 28
    • 1242331320 scopus 로고    scopus 로고
    • On neural network algorithms for retrieving forest biomass from SAR data
    • F. Del Frate and D. Solimini, "On neural network algorithms for retrieving forest biomass from SAR data," IEEE Trans. Geosci. Rem. Sens. 42(1), 24-34 (2004), http://dx.doi.org/10.1109/TGRS.2003.817220.
    • (2004) IEEE Trans. Geosci. Rem. Sens , vol.42 , Issue.1 , pp. 24-34
    • Del Frate, F.1    Solimini, D.2
  • 29
    • 84857709542 scopus 로고    scopus 로고
    • Modeling aboveground biomass in tropical forests using multi-frequency SAR data-A comparison of methods
    • S. Englhart, V. Keuck, and F. Siegert, "Modeling aboveground biomass in tropical forests using multi-frequency SAR data-A comparison of methods," IEEE J. Sel. Topics Appl. Earth Obs. Rem. Sens. 5(1), 298-306 (2012) http://dx.doi.org/10.1109/JSTARS.2011.2176720
    • (2012) IEEE J. Sel. Topics Appl. Earth Obs. Rem. Sens , vol.5 , Issue.1 , pp. 298-306
    • Englhart, S.1    Keuck, V.2    Siegert, F.3
  • 30
    • 84873162259 scopus 로고    scopus 로고
    • Multifrequency and multitemporal ground-based scatterometers measurements on rice fields
    • Institute of Electrical and Electronics Engineers, Munich, Germany
    • M. Q. Jia, L. Tong, and Y. Chen, "Multifrequency and multitemporal ground-based scatterometers measurements on rice fields," in 32nd IEEE Int. Geoscience and Remote Sensing Symposium (IGARSS), pp. 642-645, Institute of Electrical and Electronics Engineers, Munich, Germany (2012).
    • (2012) 32nd IEEE Int. Geoscience and Remote Sensing Symposium (IGARSS , pp. 642-645
    • Jia, M.Q.1    Tong, L.2    Chen, Y.3
  • 31
    • 0029305710 scopus 로고
    • Backscattering enhancement and clustering effects of randomly distributed dielectric cylinders overlying a dielectric half space based on Monte-Carlo simulations
    • L. Tsang et al., "Backscattering enhancement and clustering effects of randomly distributed dielectric cylinders overlying a dielectric half space based on Monte-Carlo simulations," IEEE Trans. Antennas Propag. 43(5), 488-499 (1995) http://dx.doi.org/10.1109/8.384193
    • (1995) IEEE Trans. Antennas Propag , vol.43 , Issue.5 , pp. 488-499
    • Tsang, L.1
  • 32
    • 34547676600 scopus 로고    scopus 로고
    • Evaluation of Ku-band QuikSCAT scatterometer data for rice crop growth stage assessment
    • DOI 10.1080/01431160601034860, PII 779716196
    • S. Oza and J. Parihar, "Evaluation of Ku-band QuikSCAT scatterometer data for rice crop growth stage assessment," Int. J. Rem. Sens. 28(16), 3447-3456 (2007), http://dx.doi.org/10.1080/01431160601034860. (Pubitemid 47215310)
    • (2007) International Journal of Remote Sensing , vol.28 , Issue.16 , pp. 3447-3456
    • Oza, S.R.1    Parihar, J.S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.