杨宁, 孙占祥, 张立桢, 郑家明, 冯良山, 李开宇, 张哲, 冯晨. 基于改进AquaCrop模型的覆膜栽培玉米水分利用过程模拟与验证[J]. 农业工程学报, 2015, 31(z1): 122-132. DOI: 10.3969/j.issn.1002-6819.2015.z1.015
    引用本文: 杨宁, 孙占祥, 张立桢, 郑家明, 冯良山, 李开宇, 张哲, 冯晨. 基于改进AquaCrop模型的覆膜栽培玉米水分利用过程模拟与验证[J]. 农业工程学报, 2015, 31(z1): 122-132. DOI: 10.3969/j.issn.1002-6819.2015.z1.015
    Yang Ning, Sun Zhanxiang, Zhang Lizhen, Zheng Jiaming, Feng Liangshan, Li Kaiyu, Zhang Zhe, Feng Chen. Simulation of water use process by film mulched cultivated maize based on improved AquaCrop model and its verification[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2015, 31(z1): 122-132. DOI: 10.3969/j.issn.1002-6819.2015.z1.015
    Citation: Yang Ning, Sun Zhanxiang, Zhang Lizhen, Zheng Jiaming, Feng Liangshan, Li Kaiyu, Zhang Zhe, Feng Chen. Simulation of water use process by film mulched cultivated maize based on improved AquaCrop model and its verification[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2015, 31(z1): 122-132. DOI: 10.3969/j.issn.1002-6819.2015.z1.015

    基于改进AquaCrop模型的覆膜栽培玉米水分利用过程模拟与验证

    Simulation of water use process by film mulched cultivated maize based on improved AquaCrop model and its verification

    • 摘要: 为应用AquaCrop模型模拟覆膜玉米水分利用与产量形成过程,该文根据玉米发育阶段生长度日恒定原理,利用地积温对气积温的补偿效应,改进AquaCrop模型对覆膜玉米的气温计算方法,并根据2011年的生育期、耗水量和产量实测数据对改进模型参数进行校正,依据2012年与2013年的冠层覆盖度、土体贮水量、产量与水分利用效率试验数据对改进模型验证。结果表明,玉米地膜覆盖地积温对气积温的量化补偿系数(Cm):播种-出苗为1.356,出苗-抽雄前为0.635;校正改进的AquaCrop模型能够较好地模拟覆膜与裸地玉米生育天数、作物耗水量、籽粒产量,相对误差(Pe)、模型效率(CE)、残差系数(CRM)变幅分别为:-4%0.88,CE>0.87,0.09 

      Abstract: Abstract: Model simulated crop growth and productivity has been a widely accepted and powerful tool for assessing agricultural production in response to weather, soil, water and nutrients management. A water-driven AquaCrop model recommended by FAO can evaluate the various crops growing across climate, soil, water deficit and irrigation management conditions apart from surface soil mulching process. In this study, AquaCrop model for simulating maize (Zea mays L.) canopy growth, soil water utilization and grain yield formation of mulching maize with plastic film was developed in the northwest semi-arid region of Liaoning province, China (121.70°E, 42.11°N). Based upon invariance of growing degree days (GDD) principle, we modified mean daily air temperature calculation method of AquaCrop model for maize with plastic film mulch according to compensatory effect of cumulative soil temperature to cumulative air temperature, and calibrated this developed model using measured experimental data of growing days, water consumption and grain yield in 2011; the two-year experimental data from 2012 and 2013 were used to validate the developed model for simulating canopy cover (CC), soil water content (SWC); three-year filed experimental data from 2011 to 2013 were used to validate the developed the model for grain yield and water use efficiency under maize rainfed conditions. The modified calculation of air temperature showed that, depending on the linear regression relationship between mean daily air temperature and soil temperature (at 5cm depth) under plastic film mulching and non-mulching (R2>0.8), the raised soil temperature in the mulched maize field was remarkable before tasseling stage. The compensatory coefficient (Cmaize) of mulching plastic film maize and air increment of cumulative soil temperature to cumulative air temperature can be generated continuously by transparent algorithms, which Cmaize was 1.356 from sowing to emergence, 0.635 from emergence to tasseling stage, and 0 after flowing. Furthermore, mean daily air temperature with the addition of air increment formed a new file (*.tmp) and input to AquaCrop's climate module which can modify by function could be applied to mulching plastic film maize growing. Model coefficient of efficiency (CE), coefficient of determination (R2), the relative root mean square error (RRMSE), prediction error (Pe) and coefficient of residual mass (CRM) were used to test the model performance. The developed AquaCrop model was calibrated for simulating maize growing days, water consumption and grain yield for mulched and no-mulched maize with the prediction error statistics -4%0.88, 0.090.87. Upon validation, the Pe in simulation of water consumption and grain yield under mulched and no-mulched maize was among ±6%. In addition, R2, RRMSE, CE of grain and water use efficiency during 2011 to 2013 were 0.96 and 0.93, 0.042 and 0.06, 0.91 and 0.89, respectively. The developed AquaCrop model predicted maize grain yield with higher accuracy and performed better yield than water use efficiency for mulching plastic film maize, which indicated this improved model were better mechanism and application for simulated maize mulching. The present research implicated that the developed AquaCrop model can be applied to the same to semi-arid region and simulated maize potential, or prescribing yield in response to water and temperature limiting factors under climate change.

       

    /

    返回文章
    返回