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Estimation of water productivity in winter wheat using the AquaCrop model with field hyperspectral data

机译:冬小麦水产生产率估算水上高光谱数据的水上麦考模型

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摘要

Water productivity (WP) is a key element of agricultural water management in agricultural irrigated regions. The objectives of this study were: (i) to estimate biomass of winter wheat using spectral indices; (ii) integrate the estimation of biomass data with the AquaCrop model using a lookup table for higher accuracy biomass simulation; (iii) show estimation accuracy of the data assimilation method in yield and WP. Spectral variables and concurrent biomass, yield and WP of samples were acquired at the Xiaotangshan experimental site in Beijing, China, during the 2008/2009, 2009/2010, 2010/2011 and 2011/2012 winter wheat growing seasons. The results showed that all spectral indices had a highly significant relationship with biomass, especially normalized difference matter index, with R-2 and RMSE values of 0.84 and 1.43 t/ha, respectively. Simulation of biomass and yield by the AquaCrop model were in good agreement with the measured biomass and yield of winter wheat. The results showed that the data assimilation method (R-2 = 0.79 and RMSE = 0.12 kg/m(3)) could be used to estimate WP. The result indicated that the AquaCrop model could be used to estimate yield and WP with the aid of remote sensing for improving agricultural water resources management.
机译:水分生产力(WP)是农业灌溉地区农业用水管理的关键要素。本研究的目的是:(i)利用光谱指数估算冬小麦的生物量;(ii)使用查找表将生物量数据的估算与AquaCrop模型相结合,以实现更高精度的生物量模拟;(iii)显示数据同化方法在产量和WP方面的估计精度。在2008/2009年、2009/2010年、2010/2011年和2011/2012年冬小麦生长季,在中国北京小汤山试验场采集了光谱变量和样品的同时生物量、产量和可湿性粉剂。结果表明,所有光谱指数与生物量之间存在极显著的相关性,尤其是归一化差异物质指数,R-2和RMSE值分别为0.84和1.43 t/ha。水作物模型模拟的生物量和产量与实测的冬小麦生物量和产量吻合较好。结果表明,数据同化法(R-2=0.79,RMSE=0.12kg/m3)可用于估算WP。结果表明,Aquacrople模型可用于在遥感辅助下估算产量和可湿性粉剂,以改善农业水资源管理。

著录项

  • 来源
    《Precision Agriculture》 |2018年第1期|共17页
  • 作者单位

    Chinese Acad Sci Northeast Inst Geog &

    Agroecol Key Lab Wetland Ecol &

    Environm Changchun 130102 Jilin Peoples R China;

    Beijing Acad Agr &

    Forestry Sci Beijing Res Ctr Informat Technol Agr Beijing 100097 Peoples R China;

    Beijing Acad Agr &

    Forestry Sci Beijing Res Ctr Informat Technol Agr Beijing 100097 Peoples R China;

    Beijing Acad Agr &

    Forestry Sci Beijing Res Ctr Informat Technol Agr Beijing 100097 Peoples R China;

    Beijing Res Ctr Agri Food Testing &

    Farmland Moni Beijing 100097 Peoples R China;

    South China Agr Univ Coll Engn Guangzhou 510642 Guangdong Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 农业科学;
  • 关键词

    Water productivity; AquaCrop model; Spectral index; Lookup table; Winter wheat;

    机译:水生产率;水上型模型;光谱索引;查找表;冬小麦;

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