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AmaizeN: A decision support system for optimizing nitrogen management of maize

机译:AmaizeN:用于优化玉米氮素管理的决策支持系统

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AmaizeN is a decision support system to help maize growers schedule nitrogen (N) fertilizer applications for site-specific maize crops It forecasts crop yields and N-fertilizer application rates for potential yield and best economic returns. and predicts the consequences of user management decisions It takes into account both crop production and environmental impact. In this article we describe the system functionality and underlying crop models. and the system validity and effectiveness evaluated in 16 field trials covering a wide range of weather and soil conditions At each trial site crops received either two or four N-fertilizer application rates. including one rate recommended by AmaizeN The AmaizeN-predicted maize yields matched field measurements well (r(2) = 077, p < 0 001 for silage, and r(2) = 055: p < 0.001 for grain), and gave a reasonably good indication of silage crude protein content (r(2) = 0 28; p < 0 001) and silage harvest date (r(2) = 0 71, p < 0.0006) The system was also capable of estimating N-leaching during the cropping season and predicting residual soil mineral-N at the end of the season (r(2) = 047, p < 0 001). but more effort is needed to improve the accuracy of some predictions In all instances the AmaizeN-recommended N-fertilizer strategy was more efficient than the growers' practice Recommended N-fertilizer rates were on average 85 kg ha(-1) less than conventional application rates across 10 crops, with no yield reduction Its recommended higher-than-conventional application rate at another crop brought about a significant yield increase System development was guided by an industry user group who requested the decision support system interface to be 'simple and easy to use' To ensure user adoption of the system some compromises in system prediction accuracy were required Local agricultural production conditions were also incorporated
机译:AmaizeN是一个决策支持系统,可帮助玉米种植者为特定地点的玉米作物安排氮(N)肥施用量,预测作物产量和氮肥施用量,以实现潜在的产量和最佳的经济回报。并预测用户管理决策的后果它同时考虑了作物产量和环境影响。在本文中,我们描述了系统功能和基础作物模型。并在涵盖广泛的天气和土壤条件的16个田间试验中评估了该系统的有效性和有效性。在每个试验地点,作物均接受了两种或四种氮肥施用量。包括AmaizeN推荐的一种比率AmaizeN预测的玉米产量与田间测量值匹配得很好(r(2)= 077,青贮饲料的p <0 001,r(2)= 055:对于谷物的p <0.001),并给出了合理青贮饲料粗蛋白含量(r(2)= 0 28; p <0 001)和青贮饲料收获日期(r(2)= 0 71,p <0.0006)的良好指示该系统还能够估算青贮过程中的氮淋失作物季节,并预测在该季节结束时残留的土壤矿质氮(r(2)= 047,p <0 001)。但是需要付出更多的努力来提高某些预测的准确性。在所有情况下,AmaizeN推荐的氮肥策略要比种植者的实践更为有效。推荐的氮肥用量平均比常规施用量少85 kg ha(-1) 10种农作物的平均收成率,且不降低产量建议的另一种作物的施用量高于常规水平,从而显着提高了收成。系统开发由行业用户小组指导,要求决策支持系统界面“简单易行”为了确保用户采用该系统,需要在系统预测精度上做出一些折衷

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