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Three approaches to mathematical models for Finnish natural resource management.

机译:芬兰自然资源管理数学模型的三种方法。

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摘要

With the Kyoto protocol and scientific evidence mounting, the debate on how to mitigate greenhouse gases has intensified. In Finland, many have questioned whether the agricultural sector could reduce it's share of greenhouse gases by using biomass energy as a replacement for fossil fuels. The first of these three essays investigates whether and under what conditions biomass energy production on Finnish agricultural land could be justified.;The other two essays are more general studies on the incentives of landowners in growing and managing energy and other crops. The second essay introduces an approach that disentangles risk and intertemporal preferences of a private entrepreneur's management decisions. Finally, the third essay uses modern programming methods to develop insights into a farmer's decision making.;The first essay deals specifically with the question; how to divide up the agricultural land for alternative uses (food production and biomass energy production) and how much nuclear power to produce. It is shown that when pollution is any concern, the biomass could be one suitable energy alternative. A clear land pressure between food and biomass energy feedstock production is also demonstrated.;In the second essay, a forest owner's utility is modeled using the recursive preference approach. The approach allows a researcher to disentangle risk-aversion and intertemporal substitution, and thus it provides policymakers with new information. The recursive preference approach is a special case of expected utility formulation, and therefore, it enables the outcomes from these models to be easily compared. According to the analysis, risk aversion seems to have an insignificant effect on management profiles. Instead, intertemporal substitution has a profound effect, further strengthened when the intertemporal elasticity of substitution is low.;The third essay is an application of mathematical programming to help shed light on a farmer's decision making process. The positive mathematical programming (PMP) is used to calibrate a mathematical model to a multiyear data set, and maximum entropy (ME) is used to determine cross-effects of different activities in a cost function of a farmer. The program performance is tested out-of-sample on different levels of data aggregation. The main findings are that the model performs well, and the ability to use more detailed data produce better results in calibration. However, with this particular data, the better calibration fit does not translate to significantly better forecasting results.
机译:随着《京都议定书》的签署和科学证据的增多,关于如何减少温室气体的争论日益激烈。在芬兰,许多人质疑农业部门是否可以通过使用生物质能替代化石燃料来减少其在温室气体中的份额。这三篇文章中的第一篇研究了芬兰农业土地上的生物质能源生产是否以及在什么条件下是合理的。其他两篇文章是关于土地所有者在种植和管理能源及其他作物方面的激励措施的更一般性研究。第二篇文章介绍了一种方法,它可以消除风险和私营企业家的管理决策的跨期偏好。最后,第三篇文章使用现代编程方法来深入了解农民的决策。如何将农业用地划分为替代用途(粮食生产和生物质能生产)以及生产多少核电。结果表明,当涉及污染时,生物质可能是一种合适的能源替代品。还证明了粮食和生物质能源原料生产之间存在明显的土地压力。在第二篇文章中,使用递归偏好方法对森林所有者的效用进行了建模。该方法可以使研究人员摆脱风险规避和跨期替代的困扰,从而为决策者提供新的信息。递归偏好方法是预期效用公式的一种特殊情况,因此,它使得可以轻松比较这些模型的结果。根据分析,规避风险似乎对管理概况的影响不大。取而代之的是,跨期替代具有深远的影响,当跨期替代的弹性较低时,跨域替代会进一步增强。第三篇论文是数学编程的应用,以帮助阐明农民的决策过程。正数学程序设计(PMP)用于将数学模型校准为多年数据集,最大熵(ME)用于确定农民成本函数中不同活动的交叉影响。在不同级别的数据聚合中对程序性能进行了样本外测试。主要发现是该模型性能良好,并且使用更详细的数据的能力在校准中产生了更好的结果。但是,使用此特定数据,更好的校准拟合并不能转化为明显更好的预测结果。

著录项

  • 作者

    Peltola, Jukka Markus.;

  • 作者单位

    University of California, Davis.;

  • 授予单位 University of California, Davis.;
  • 学科 Economics Agricultural.
  • 学位 Ph.D.
  • 年度 2000
  • 页码 161 p.
  • 总页数 161
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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