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An Integrated Modeling Framework to Understand Agricultural Land-Use Changes at a Global-scale

机译:一个综合建模框架,以了解全球范围内的农业土地利用变化

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This paper presents an integrated agricultural land-use change model to simulate past and future dynamic changes in sown areas for four major crops at a global scale.This modeling approach,including four core models,was developed under the framework of Action-in-Context (AiC).The crop choice decision model,a Multinomial Logit model was used to model the crop choice decisions among a variety of available alternatives by using a crop utility function.A crop yield model,the GIS-based EPIC model was adopted to estimate the potential yields of different crop types under a given biophysical and agricultural management environment.A crop price model,the IFPSIM model was utilized to evaluate the price of the test crops in the international market.An urban expansion model was constructed to examine the characteristics of urban land expansion and the consequent cropland loss,and to dynamically update the total percentage of land available for agricultural land use.These models were seamlessly linked through data flow and exchange between them,and the dynamic feedback loop between agricultural land-use change and biophysical and socio-economic driving factors was studied.Empirical validation for the model conducted after model construction indicated the reliability of the model for addressing the complexity of current agricultural land-use change and its capacity for investigating long-term scenarios in the future.
机译:本文介绍了一个综合的农业土地利用变化模型,以模拟全球范围内的四大作物播种区域的过去和未来动态变化。在框架内制定了包括四个核心模型的建模方法(AIC)。作物选择决策模型,多项式Lo​​git模型用于通过使用作物效用功能来模拟各种可用替代品之间的作物选择决策。作物产量模型,采用了基于GIS的史诗模型来估计在给定的生物物理和农业管理环境下不同作物类型的潜在产量。作物价格模型,IFPSIM模型用于评估国际市场上的测试作物的价格。建立了城市扩张模型来检查特征城市土地扩张和随后的农田损失,并动态更新农业用地利用的土地的总百分比。这些模型无缝李通过数据流和交换,以及农业土地利用变化和生物物理和社会经济驱动因子之间的动态反馈环路。模型建设后进行的模型的透明验证表明了解决复杂性的模型的可靠性目前农业土地利用变化及其在未来调查长期情景的能力。

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