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Volumn 270, Issue , 2013, Pages 30-42

Assimilating remote sensing information with crop model using Ensemble Kalman Filter for improving LAI monitoring and yield estimation

Author keywords

Data assimilation; Ensemble Kalman Filter (EnKF); PyWOFOST; Remote sensing; Yield estimation

Indexed keywords

DATA ASSIMILATION; DETERMINATION COEFFICIENTS; ENSEMBLE KALMAN FILTER; FIELD OBSERVATIONS; PYWOFOST; REMOTE SENSING DATA; REMOTE SENSING INFORMATION; YIELD ESTIMATION;

EID: 84885237989     PISSN: 03043800     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ecolmodel.2013.08.016     Document Type: Article
Times cited : (116)

References (55)
  • 1
    • 0035047524 scopus 로고    scopus 로고
    • Coupling remote sensing observation models and a growth model for improved retrieval of (Geo) Biophysical Information from optical remote sensing data
    • Barcelona, Spain
    • Bach H., Verhoef W., Schneider K. Coupling remote sensing observation models and a growth model for improved retrieval of (Geo) Biophysical Information from optical remote sensing data. Remote Sensing for Agriculture, Ecosystems and Hydrology 2000, vol. II:1-11. Barcelona, Spain.
    • (2000) Remote Sensing for Agriculture, Ecosystems and Hydrology , vol.2 , pp. 1-11
    • Bach, H.1    Verhoef, W.2    Schneider, K.3
  • 2
    • 0027007565 scopus 로고
    • Linking physical remote sensing models with crop growth simulation models, applied for sugar beet
    • Bouman B.A.M. Linking physical remote sensing models with crop growth simulation models, applied for sugar beet. Int. J. Remote Sens. 1992, 13:2565-2581.
    • (1992) Int. J. Remote Sens. , vol.13 , pp. 2565-2581
    • Bouman, B.A.M.1
  • 3
    • 0036262913 scopus 로고    scopus 로고
    • Integrating remotely sensed data with an ecosystem model to estimate net primary productivity in East Asia
    • Bunkei M., Masayuki T. Integrating remotely sensed data with an ecosystem model to estimate net primary productivity in East Asia. Remote Sens. Environ. 2002, 81:58-66.
    • (2002) Remote Sens. Environ. , vol.81 , pp. 58-66
    • Bunkei, M.1    Masayuki, T.2
  • 4
    • 0029668279 scopus 로고    scopus 로고
    • Application of remote sensing and GIS technologies with physiological crop models
    • Carbone G.J., Narumalani S., King M. Application of remote sensing and GIS technologies with physiological crop models. Photogramm. Eng. Remote Sens. 1996, 62(2):171-179.
    • (1996) Photogramm. Eng. Remote Sens. , vol.62 , Issue.2 , pp. 171-179
    • Carbone, G.J.1    Narumalani, S.2    King, M.3
  • 5
    • 2942739366 scopus 로고    scopus 로고
    • A simple method for reconstructing a high-quality NDVI time-series data set based on the Savitzky-Golay filter
    • Chen J., Jonsson Per., Masayuki T., Gu Z.H., Matsushita B., Eklundh L. A simple method for reconstructing a high-quality NDVI time-series data set based on the Savitzky-Golay filter. Remote Sens. Environ. 2004, 1:332-344.
    • (2004) Remote Sens. Environ. , vol.1 , pp. 332-344
    • Chen, J.1    Jonsson, P.2    Masayuki, T.3    Gu, Z.H.4    Matsushita, B.5    Eklundh, L.6
  • 6
    • 63049136493 scopus 로고    scopus 로고
    • Data assimilation for nonlinear problems by Ensemble Kalman Filter with reparameterization
    • Chen Y., Oliver D.S., Zhang D.X. Data assimilation for nonlinear problems by Ensemble Kalman Filter with reparameterization. J. Petrol. Sci. Eng. 2009, 66:1-14.
    • (2009) J. Petrol. Sci. Eng. , vol.66 , pp. 1-14
    • Chen, Y.1    Oliver, D.S.2    Zhang, D.X.3
  • 7
    • 84887020645 scopus 로고    scopus 로고
    • Applicability of PyWOFOST model based on Ensemble Kalman Filter in simulating maize yield in Northeast China
    • Chen S.N., Zhao Y.X., Shen S.H. Applicability of PyWOFOST model based on Ensemble Kalman Filter in simulating maize yield in Northeast China. Chin. J. Agrometeor. 2012, 33(2):245-253.
    • (2012) Chin. J. Agrometeor. , vol.33 , Issue.2 , pp. 245-253
    • Chen, S.N.1    Zhao, Y.X.2    Shen, S.H.3
  • 9
    • 0031205919 scopus 로고    scopus 로고
    • A simplified approach for yield prediction of sugar beet on optical remote sensing data
    • Clevers J.G.P.W. A simplified approach for yield prediction of sugar beet on optical remote sensing data. Remote Sens. Environ. 1997, 61:221-228.
    • (1997) Remote Sens. Environ. , vol.61 , pp. 221-228
    • Clevers, J.G.P.W.1
  • 10
    • 0029666683 scopus 로고    scopus 로고
    • Combined use of optical and microwave remote sensing data for crop growth monitoring
    • Clevers J.G.P.W., van Leeuwen H.J.C. Combined use of optical and microwave remote sensing data for crop growth monitoring. Remote Sens. Environ. 1996, 56:42-51.
    • (1996) Remote Sens. Environ. , vol.56 , pp. 42-51
    • Clevers, J.G.P.W.1    van Leeuwen, H.J.C.2
  • 11
    • 80054959823 scopus 로고    scopus 로고
    • Potential performances of remotely-sensed LAI assimilation in WOFOST model based on an OSS experiment
    • Curnel Y., de Wit A.J.W., Duveiller G., Defourny P. Potential performances of remotely-sensed LAI assimilation in WOFOST model based on an OSS experiment. Agric. For. Meteorol. 2011, 151:1843-1855.
    • (2011) Agric. For. Meteorol. , vol.151 , pp. 1843-1855
    • Curnel, Y.1    de Wit, A.J.W.2    Duveiller, G.3    Defourny, P.4
  • 13
    • 40649093793 scopus 로고    scopus 로고
    • Assimilation of leaf area index derived from ASAR and MER IS data into CERES-Wheat model to map wheat yield
    • Dente L., Satalino G., Mattia F., et al. Assimilation of leaf area index derived from ASAR and MER IS data into CERES-Wheat model to map wheat yield. Remote Sens. Environ. 2008, 112(4):1395-1407.
    • (2008) Remote Sens. Environ. , vol.112 , Issue.4 , pp. 1395-1407
    • Dente, L.1    Satalino, G.2    Mattia, F.3
  • 14
    • 34547898030 scopus 로고    scopus 로고
    • Crop model data assimilation with the Ensemble Kalman Filter for improving regional crop yield forecasts
    • de Wit A., Van Diepen K. Crop model data assimilation with the Ensemble Kalman Filter for improving regional crop yield forecasts. Agric. For. Meteorol. 2007, 146:38-56.
    • (2007) Agric. For. Meteorol. , vol.146 , pp. 38-56
    • de Wit, A.1    Van Diepen, K.2
  • 15
    • 84892444030 scopus 로고    scopus 로고
    • Integrating a very fast simulated annealing optimization algorithm for crop leaf area index variational assimilation
    • Dong Y.Y., Zhao C.J., Yang G.J., Chen L.P., Wang J.H., Feng H.K. Integrating a very fast simulated annealing optimization algorithm for crop leaf area index variational assimilation. Math. Comput. Model. 2013, 58:877-885.
    • (2013) Math. Comput. Model. , vol.58 , pp. 877-885
    • Dong, Y.Y.1    Zhao, C.J.2    Yang, G.J.3    Chen, L.P.4    Wang, J.H.5    Feng, H.K.6
  • 17
    • 84884550570 scopus 로고    scopus 로고
    • The Ensemble Kalman Filter: theoretical formulation and practical implementation
    • Evensen G. The Ensemble Kalman Filter: theoretical formulation and practical implementation. Ocean Dyn. 2003, 53:343-367.
    • (2003) Ocean Dyn. , vol.53 , pp. 343-367
    • Evensen, G.1
  • 18
    • 43049100761 scopus 로고    scopus 로고
    • Corn-yield estimation through assimilation of remotely sensed data into the CSM-CERES-Maize model
    • Fang H.L., Liang S.L., Hoogenboom G., Teasdale J., Cavigelli M. Corn-yield estimation through assimilation of remotely sensed data into the CSM-CERES-Maize model. Int. J. Remote Sens. 2008, 29(10):3011-3032.
    • (2008) Int. J. Remote Sens. , vol.29 , Issue.10 , pp. 3011-3032
    • Fang, H.L.1    Liang, S.L.2    Hoogenboom, G.3    Teasdale, J.4    Cavigelli, M.5
  • 19
    • 79952395809 scopus 로고    scopus 로고
    • Integration of MODIS LAI and vegetation index products with the CSM-CERES-Maize model for corn yield estimation
    • Fang H.L., Liang S.L., Hoogenboom G. Integration of MODIS LAI and vegetation index products with the CSM-CERES-Maize model for corn yield estimation. Int. J. Remote Sens. 2011, 32(4):1039-1065.
    • (2011) Int. J. Remote Sens. , vol.32 , Issue.4 , pp. 1039-1065
    • Fang, H.L.1    Liang, S.L.2    Hoogenboom, G.3
  • 20
    • 84855805131 scopus 로고    scopus 로고
    • Validation of MODIS and CYCLOPES LAI products using global field measurement data
    • Fang H.L., Wei S.S., Liang S.L. Validation of MODIS and CYCLOPES LAI products using global field measurement data. Remote Sens. Environ. 2012, 119:43-54.
    • (2012) Remote Sens. Environ. , vol.119 , pp. 43-54
    • Fang, H.L.1    Wei, S.S.2    Liang, S.L.3
  • 21
    • 84863815960 scopus 로고    scopus 로고
    • Theoretical uncertainty analysis of global MODIS, CYCLOPES, and GLOBCARBON LAI products using a triple collocation method
    • Fang H.L., Wei S.S., Jiang C.Y., Scipal K. Theoretical uncertainty analysis of global MODIS, CYCLOPES, and GLOBCARBON LAI products using a triple collocation method. Remote Sens. Environ. 2012, 124:610-621.
    • (2012) Remote Sens. Environ. , vol.124 , pp. 610-621
    • Fang, H.L.1    Wei, S.S.2    Jiang, C.Y.3    Scipal, K.4
  • 22
    • 0344699380 scopus 로고    scopus 로고
    • Calibration of the SUCROS emergence and early growth module for sugar beet using Opical remote sensing data assimilation
    • Guerif M., Duke C.L. Calibration of the SUCROS emergence and early growth module for sugar beet using Opical remote sensing data assimilation. Eur. J. Agron. 1998, 127-136.
    • (1998) Eur. J. Agron. , pp. 127-136
    • Guerif, M.1    Duke, C.L.2
  • 24
    • 78649257773 scopus 로고    scopus 로고
    • 0 estimation and the applicability of FAO recommended coefficient values in China
    • (in Chinese)
    • 0 estimation and the applicability of FAO recommended coefficient values in China. Adv. Water Sci. 2010, 21(5):644-652. (in Chinese).
    • (2010) Adv. Water Sci. , vol.21 , Issue.5 , pp. 644-652
    • Hu, Q.F.1    Yang, D.W.2    Wang, Y.T.3    Yang, H.B.4
  • 25
    • 57849099153 scopus 로고    scopus 로고
    • Parameter estimation and uncertainty analysis of a largescalecrop model for paddy rice: application of a Bayesian approach
    • Iizumi T., Yokozawa M., Nishimori M. Parameter estimation and uncertainty analysis of a largescalecrop model for paddy rice: application of a Bayesian approach. Agric. For. Meteorol. 2009, 149:333-348.
    • (2009) Agric. For. Meteorol. , vol.149 , pp. 333-348
    • Iizumi, T.1    Yokozawa, M.2    Nishimori, M.3
  • 27
    • 0028824589 scopus 로고
    • Satellite measurements as a constraint on estimates of vegetation carbon budget
    • Kergoat L., Fischer A., Moulin S., Dedieu G. Satellite measurements as a constraint on estimates of vegetation carbon budget. Tellus Ser. B 1995, 47:251-263.
    • (1995) Tellus Ser. B , vol.47 , pp. 251-263
    • Kergoat, L.1    Fischer, A.2    Moulin, S.3    Dedieu, G.4
  • 29
    • 26444502557 scopus 로고    scopus 로고
    • Assimilating remote sensing data into a cropmodel to improve predictive performance for spatial applications
    • Launay M., Guerif M. Assimilating remote sensing data into a cropmodel to improve predictive performance for spatial applications. Agric. Ecosyst. Environ. 2005, 111:321-339.
    • (2005) Agric. Ecosyst. Environ. , vol.111 , pp. 321-339
    • Launay, M.1    Guerif, M.2
  • 30
    • 40649093793 scopus 로고    scopus 로고
    • Assimilation of leaf area index derived from ASAR and MERIS data into CERES-Wheat model to map wheat yield
    • Laura D., Giuseppe S., Francesco M., Michele R. Assimilation of leaf area index derived from ASAR and MERIS data into CERES-Wheat model to map wheat yield. Remote Sens. Environ. 2008, 112:1395-1407.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 1395-1407
    • Laura, D.1    Giuseppe, S.2    Francesco, M.3    Michele, R.4
  • 31
    • 84870255455 scopus 로고    scopus 로고
    • A Bayesian filter framework for sequential data assimilation
    • Li X., Bai Y.L. A Bayesian filter framework for sequential data assimilation. Adv. Earth Sci. 2010, 25(5):515-522.
    • (2010) Adv. Earth Sci. , vol.25 , Issue.5 , pp. 515-522
    • Li, X.1    Bai, Y.L.2
  • 32
    • 80054912956 scopus 로고    scopus 로고
    • Assimilation of remote sensing and crop model for LAI estimation based on Ensemble Kalman Filter
    • Li R., Li C.J., Dong Y.Y., Liu F., Wang J.H., Yang X.D., Pan Y.C. Assimilation of remote sensing and crop model for LAI estimation based on Ensemble Kalman Filter. Agric. Sci. China 2011, 10(10):1595-1602.
    • (2011) Agric. Sci. China , vol.10 , Issue.10 , pp. 1595-1602
    • Li, R.1    Li, C.J.2    Dong, Y.Y.3    Liu, F.4    Wang, J.H.5    Yang, X.D.6    Pan, Y.C.7
  • 35
    • 0024190007 scopus 로고
    • Use of remotely-sensed information in agricultural crop growth models
    • Maas S.J. Use of remotely-sensed information in agricultural crop growth models. Ecol. Modell. 1988, 41:247-268.
    • (1988) Ecol. Modell. , vol.41 , pp. 247-268
    • Maas, S.J.1
  • 36
    • 0001210605 scopus 로고
    • Using satellite data to improve model estimates of crop yield
    • Maas S.J. Using satellite data to improve model estimates of crop yield. Agron. J. 1988, 80:655-662.
    • (1988) Agron. J. , vol.80 , pp. 655-662
    • Maas, S.J.1
  • 37
    • 0002774641 scopus 로고
    • Use of remotely-sensed information in plant growth simulation models
    • Maas S.J. Use of remotely-sensed information in plant growth simulation models. Adv. Agron. 1991, 1:17-26.
    • (1991) Adv. Agron. , vol.1 , pp. 17-26
    • Maas, S.J.1
  • 38
    • 0012633143 scopus 로고
    • Parameterized model of gramineous crop growth. II. Within season simulation calibration
    • Maas S.J. Parameterized model of gramineous crop growth. II. Within season simulation calibration. Agron. J. 1993, 85:354-358.
    • (1993) Agron. J. , vol.85 , pp. 354-358
    • Maas, S.J.1
  • 40
    • 33947125021 scopus 로고    scopus 로고
    • Spatial dynamics of farming practices in the Seine basin: methods for agronomic approaches on a regional scale
    • Mignolet C., Schott C., Benoît M. Spatial dynamics of farming practices in the Seine basin: methods for agronomic approaches on a regional scale. Sci. Total Environ. 2007, 375:13-32.
    • (2007) Sci. Total Environ. , vol.375 , pp. 13-32
    • Mignolet, C.1    Schott, C.2    Benoît, M.3
  • 41
    • 0028995935 scopus 로고
    • Temporal variations in satellite reflectances at field and regional scales compared with values simulated by lining crop growth and SAIL models
    • Moulin S., Fischer A., Dedieu G., Delecolle R. Temporal variations in satellite reflectances at field and regional scales compared with values simulated by lining crop growth and SAIL models. Remote Sens. Environ. 1995, 54:261-272.
    • (1995) Remote Sens. Environ. , vol.54 , pp. 261-272
    • Moulin, S.1    Fischer, A.2    Dedieu, G.3    Delecolle, R.4
  • 42
    • 0029702744 scopus 로고    scopus 로고
    • Assimilation of shortwave remote sensing observations within an agrometeorological model: crop production estimation
    • Moulin S., Fischer A., Dedieu G. Assimilation of shortwave remote sensing observations within an agrometeorological model: crop production estimation. 1996 International Geoscience and Remote Sensing Symposium 1996, 2366-2368.
    • (1996) 1996 International Geoscience and Remote Sensing Symposium , pp. 2366-2368
    • Moulin, S.1    Fischer, A.2    Dedieu, G.3
  • 44
    • 34548435685 scopus 로고    scopus 로고
    • Application of an interacting particle filter to improve nitrogen nutrition index predictions for winter wheat
    • Naud C., Makowski D., Jeuffroy M.-H. Application of an interacting particle filter to improve nitrogen nutrition index predictions for winter wheat. Ecol. Modell. 2007, 207:251-263.
    • (2007) Ecol. Modell. , vol.207 , pp. 251-263
    • Naud, C.1    Makowski, D.2    Jeuffroy, M.-H.3
  • 45
    • 0034768455 scopus 로고    scopus 로고
    • Coupling a grassland ecosystem model with landsat imagery for a 10-year simulation of carbon and water budgets
    • Nouvellon Y., Susan M.M., Danny L.S. Coupling a grassland ecosystem model with landsat imagery for a 10-year simulation of carbon and water budgets. Remote Sens. Environ. 2001, 78:131-149.
    • (2001) Remote Sens. Environ. , vol.78 , pp. 131-149
    • Nouvellon, Y.1    Susan, M.M.2    Danny, L.S.3
  • 46
    • 84880355731 scopus 로고    scopus 로고
    • Carbon cycling of European croplands: a framework for the assimilation of optical and microwave Earth observation data
    • Revill A., Sus O., Barrett B., Williams M. Carbon cycling of European croplands: a framework for the assimilation of optical and microwave Earth observation data. Remote Sens. Environ. 2013, 137:84-93.
    • (2013) Remote Sens. Environ. , vol.137 , pp. 84-93
    • Revill, A.1    Sus, O.2    Barrett, B.3    Williams, M.4
  • 49
    • 84872209729 scopus 로고    scopus 로고
    • Influences of climate warming on key growth stages and cultivated patterns of spring maize in Northeast China
    • (in Chinese)
    • Wang P.J., Liang H., Li Y.J., Zhang J.H. Influences of climate warming on key growth stages and cultivated patterns of spring maize in Northeast China. Resour. Sci. 2011, 33(10):1976-1983. (in Chinese).
    • (2011) Resour. Sci. , vol.33 , Issue.10 , pp. 1976-1983
    • Wang, P.J.1    Liang, H.2    Li, Y.J.3    Zhang, J.H.4
  • 50
    • 84877334949 scopus 로고    scopus 로고
    • Estimating near future regional corn yields by integrating multi-source observations into a crop growth model
    • Wang J., Li X., Lu L., Fang F. Estimating near future regional corn yields by integrating multi-source observations into a crop growth model. Eur. J. Agron. 2013, 49:126-140.
    • (2013) Eur. J. Agron. , vol.49 , pp. 126-140
    • Wang, J.1    Li, X.2    Lu, L.3    Fang, F.4
  • 52
    • 0000960084 scopus 로고
    • Leaf area index estimates for wheat from LANDSAT and their implications for evapotranspiration and crop modeling
    • Wiegand C.L., Richardson A.J., Kanemasu E.T. Leaf area index estimates for wheat from LANDSAT and their implications for evapotranspiration and crop modeling. Agron. J. 1979, 71:336-342.
    • (1979) Agron. J. , vol.71 , pp. 336-342
    • Wiegand, C.L.1    Richardson, A.J.2    Kanemasu, E.T.3
  • 53
    • 69249231533 scopus 로고    scopus 로고
    • Simulation of maize production under climate change scenario in Northeast China
    • Zhang J.P., Zhao Y.X., Wang C.Y., Yang X.G., He Y. Simulation of maize production under climate change scenario in Northeast China. Chin. J. Eco-Agric. 2008, 16(6):1448-1452.
    • (2008) Chin. J. Eco-Agric. , vol.16 , Issue.6 , pp. 1448-1452
    • Zhang, J.P.1    Zhao, Y.X.2    Wang, C.Y.3    Yang, X.G.4    He, Y.5
  • 54
    • 54849406874 scopus 로고    scopus 로고
    • Crop discrimination in Northern China with double cropping systems using Fourier analysis of time-series MODIS data
    • Zhang M.W., Zhou Q.B., Chen Z.X., Liu J., Zhou Y., Cai C.F. Crop discrimination in Northern China with double cropping systems using Fourier analysis of time-series MODIS data. Int. J. Appl. Earth Obs. Geoinf. 2008, 10:476-485.
    • (2008) Int. J. Appl. Earth Obs. Geoinf. , vol.10 , pp. 476-485
    • Zhang, M.W.1    Zhou, Q.B.2    Chen, Z.X.3    Liu, J.4    Zhou, Y.5    Cai, C.F.6


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