Data assimilation in agricultural remote sensing research is of great significance to integrate with remote sensing observations and model simulations for parameters estimation. The present investigation not only designed and realized the Ensemble Kalman Filtering algorithm (EnKF) assimilation by combing the crop growth model (CERES-Wheat) with remote sensing data, but also optimized and updated the key parameters (LAI) of winter wheat by using remote sensing data. Results showed that the assimilation LAI and the observation ones agreed with each other, and the R2 reached 0.8315. So assimilation remote sensing and crop model could provide reference data for the agricultural production.
LI RuiLI Cun-junDONG Ying-yingLIU FengWANG Ji-huaYANG Xiao-dongPAN Yu-chun
It is very important to provide reference basis for winter wheat quality regionalization of cultivation area.The aim of this article was based on factors affecting wheat quality and setting realistic spatial models in each part of the land for assessment of land suitability potentials in Beijing,China.The study employed artificial neural network(ANN) analysis to select factors and evaluate the relative importance of selected environment factors on wheat grain quality.The spatial models were developed and demonstrated their use in selecting the most suitable areas for the winter wheat cultivation.The strategy overcomes the non-accurate traditional statistical methods.Satellite images,toposheet,and ancillary data of the study area were used to find tillable land.These categories were formed by integrating the various layers with corresponding weights in geographical information system(GIS).An integrated land suitability potential(LSP) index was computed considering the contribution of various parameters of land suitability.The study demonstrated that the tillable land could be categorized into spatially distributed agriculture potential zones based on soil nutrient and assembled weather factors using RS and GIS as not suitable,marginally suitable,moderately suitable,suitable,and highly suitable by adopting the logical criteria.The sort of land distribution map made by the factors with their weights showed more truthfulness.
WANG Da-chengLI Cun-junSONG Xiao-yuWANG Ji-huaYANG Xiao-dongHUANG Wen-jiangWANG Jun-yingZHOU Ji-hong
