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Simulations of plant productivity are affected by modelling approaches of farm management.

机译:工厂生产力的模拟受农场管理模型方法的影响。

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Despite their wide range of applications, process-based plant (crop and grassland) growth models often fail to reproduce yields, particularly at farm, regional and larger scales. This is largely due to inadequate information about field management activities needed as input to these models. A promising approach to overcome this limitation is to link plant growth models with farm management models which allow the simulation of management activities considering farmers' aims and constraints. Different approaches to model farm management are available, but tangible results to justify the choice for a specific approach are lacking. The objective of this work was to compare the effects of different approaches of modelling farm management on the simulation of grassland mechanized harvest dates and yields. Simulations were run with each approach for two grassland-based beef farms and 3 years and compared with available data over 156 harvest events. Our results show significant differences in the accuracy of simulated harvest dates depending on the approach to model farm management. Approaches using fixed dates or optimal phenological stages determined by expert knowledge performed less accurate than the one using calibrated phenological stages. Best results were achieved with a detailed farm management model. The accuracy of simulated yields was less affected by the chosen farm management modelling approach. However, this differed depending on the climate and the timing of harvest, allowing to rank approaches according to their ability to simulate harvest dates and yields. We conclude that further investigation is required to generalize these findings to other farm types including arable farming, and to support the analysis, modelling and calibration of farmers' management decision processes.Digital Object Identifier http://dx.doi.org/10.1016/j.agsy.2012.02.002
机译:尽管基于过程的植物(作物和草地)生长模型应用广泛,但通常无法重现产量,尤其是在农场,区域和更大规模的地方。这主要是由于缺乏有关这些模型的输入所需的有关现场管理活动的信息。克服这一局限性的一种有前途的方法是将植物生长模型与农场管理模型联系起来,从而可以考虑农民的目标和约束条件来模拟管理活动。可以使用多种方法来建立农场管理模型,但缺乏具体的结果来证明选择特定方法的合理性。这项工作的目的是比较农场管理建模的不同方法对模拟草地机械化收获日期和产量的影响。对两种基于草地的牛肉农场和3年的每种方法进行了模拟,并与156个收获事件中的可用数据进行了比较。我们的结果表明,根据模型农场管理的方法,模拟收获日期的准确性存在显着差异。使用固定日期或由专家知识确定的最佳物候期的方法的准确性不如使用校准物候期的方法。详尽的农场管理模型实现了最佳结果。所选农场管理建模方法对模拟产量的准确性影响较小。但是,这取决于气候和收获时间,因此可以根据模拟收获日期和产量的能力对方法进行排名。我们得出结论,需要进一步调查以将这些发现推广到其他类型的农场,包括耕种农业,并支持对农民管理决策过程的分析,建模和校准。数字对象标识符http://dx.doi.org/10.1016/ j.agsy.2012.02.002

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