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Advantages of combining linear programming and weighted goal programming for agriculture application

机译:线性规划和加权目标规划相结合的优势在农业中的应用

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摘要

The aim of this paper is to present the basic characteristics of linear programing (LP) and weighted goal programming (WGP) to optimize processes on farms. Characteristics of both mathematical techniques are presented through the development of the crop planning model for solving some objective problems: maximizing financial results and minimizing different production costs on agricultural holdings. The model is structured from two sub-models, where the first based on linear programming and the second based on weighted goal programming are supported with penalty functions. The authors dispatch the weaknesses of LP with the application of WGP in the model and support this statement with results in this paper. The model was tested and validated on crop rotation with combinations of different field and vegetable crops in two different scenarios (WGPSC1 and WGPSC2) on a real agricultural holding in Slovenia. The results show that WGP combines more suitable crop rotation from an economic perspective than LP and provides a better solution for diversified and economically feasible crops that are included in the crop rotation. LP gives completely unacceptable results from the aspect of underachievement (for more than 100%) of the maximum cropping area on a farm, while WGP completely satisfies all goals. From the obtained results in this paper, the authors identify several weaknesses of LP and present how it could be removed by applying the WGP technique.
机译:本文的目的是介绍线性规划(LP)和加权目标规划(WGP)的基本特征,以优化农场的生产过程。通过开发用于解决一些客观问题的农作物计划模型来介绍这两种数学技术的特征:最大化财务结果和最小化农业生产中的不同生产成本。该模型由两个子模型构成,其中第一个基于线性规划的模型和第二个基于加权目标规划的模型均具有惩罚函数。作者在模型中使用了WGP来解决了LP的缺点,并通过本文的结果支持了这种说法。该模型已在斯洛文尼亚的一家真正农业生产基地的两种不同场景(WGPSC1和WGPSC2)中,结合不同田间和蔬菜作物的作物轮作进行了测试和验证。结果表明,从经济角度看,WGP结合比LP更适合轮作,并为轮作中包括的多种经济上可行的作物提供了更好的解决方案。从农场最大种植面积的未达到目标(超过100%)来看,LP给出的结果是完全不可接受的,而WGP完全满足了所有目标。从本文获得的结果中,作者确定了LP的几个缺点,并介绍了如何通过使用WGP技术将其删除。

著录项

  • 来源
    《Operational Research》 |2014年第2期|253-260|共8页
  • 作者单位

    1.Faculty of Agriculture and Life Sciences University of Maribor Pivola 10 2311 Hoče Slovenia;

    1.Faculty of Agriculture and Life Sciences University of Maribor Pivola 10 2311 Hoče Slovenia;

    1.Faculty of Agriculture and Life Sciences University of Maribor Pivola 10 2311 Hoče Slovenia;

    1.Faculty of Agriculture and Life Sciences University of Maribor Pivola 10 2311 Hoče Slovenia;

    2.Faculty of Agriculture University of Zagreb Svetošimunska cesta 25 10000 Zagreb Croatia;

    1.Faculty of Agriculture and Life Sciences University of Maribor Pivola 10 2311 Hoče Slovenia;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Crop planning model; Linear programming; Weighted goal programming; Production costs;

    机译:作物计划模型;线性规划;加权目标规划;生产成本;

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