Improving winter wheat yield estimation by assimilation of the leaf area index from Landsat TM and MODIS data into the WOFOST model

No abstract is available for this paper.

• Publication year

  2015

• Venue

  Agricultural and Forest Meteorology

• Publication date

  2015-05-15

• Fields of study

  Agricultural and Food Sciences, Environmental Science

• Identifiers
  DOI 10.1016/J.AGRFORMET.2015.02.001
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

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• Multivariate and Multiscale Data Assimilation in Terrestrial Systems: A Review

  2012cited by this paper
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  2012cited by this paper
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  2012cited by this paper
• Estimating regional winter wheat yield with WOFOST through the assimilation of green area index retrieved from MODIS observations

  2012influential reference
• Validation of MODIS and CYCLOPES LAI products using global field measurement data

  2012cited by this paper
• Maize and sunflower biomass estimation in southwest France using high spatial and temporal resolution remote sensing data

  2012cited by this paper
• Soil hydraulic parameters estimated from satellite information through data assimilation

  2011cited by this paper
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  2011influential reference
• Retrieving wheat Green Area Index during the growing season from optical time series measurements based on neural network radiative transfer inversion

  2011cited by this paper
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  2011cited by this paper
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  2011cited by this paper
• Regional Crop Yield Assessment by Combination of a Crop Growth Model and Phenology Information Derived from MODIS

  2011cited by this paper
• A spectral directional reflectance model of row crops

  2010cited by this paper
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  2010cited by this paper
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  2009cited by this paper
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  2008cited by this paper
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  2008cited by this paper
• Data Assimilation Methods for Land Surface Variable Estimation

  2008cited by this paper
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  2008cited by this paper
• A review on reflective remote sensing and data assimilation techniques for enhanced agroecosystem modeling

  2007cited by this paper
• Crop model data assimilation with the Ensemble Kalman filter for improving regional crop yield forecasts

  2007cited by this paper
• Image masking for crop yield forecasting using AVHRR NDVI time series imagery

  2005influential reference
• Prediction of crop yield , water consumption and water use efficiency with a SVAT-crop growth model using remotely sensed data on the North China Plain

  2005cited by this paper
• A simple method for reconstructing a high-quality NDVI time-series data set based on the Savitzky-Golay filter

  2004cited by this paper
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  2003cited by this paper
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  2003cited by this paper
• Crop Yield Assessment from Remote Sensing

  2003cited by this paper
• The DSSAT cropping system model

  2003cited by this paper
• Combining agricultural crop models and satellite observations: from field to regional scales

  1998cited by this paper
• User's guide for the WOFOST 7.1 crop growth simulation model and WOFOST Control Center 1.5.

  1998cited by this paper
• The EPIC model.

  1995cited by this paper
• Computer Models of Watershed Hydrology

  1995cited by this paper
• Optimal use of the SCE-UA global optimization method for calibrating watershed models

  1994cited by this paper
• WOFOST: a simulation model of crop production.

  1989cited by this paper
• A soil-adjusted vegetation index (SAVI)

  1988cited by this paper
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  1987cited by this paper
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  1987cited by this paper
• Mathematical and Computer Modelling Estimating Regional Winter Wheat Yield by Assimilation of Time Series of Hj-1 Ccd Ndvi into Wofost–acrm Model with Ensemble Kalman Filter

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