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A multi-objective optimization approach to balancing cost and traceability in bulk grain handling

机译:平衡散装谷物处理成本和可追溯性的多目标优化方法

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摘要

This paper proposes a multi-objective optimization model that provides an effective method for minimizing traceability effort by minimizing the food safety risk caused by lot aggregation at a grain elevator. A mathematical multi-objective mixed-integer programming (MIP) model is proposed with two objective functions that allow in calculating the minimum levels of lot aggregation and minimum total cost of blending grain. Constraints on the system include customer contract specifications, availability of grain at the elevators and the blending requirements. The solutions include quantities of grain from different storage bins to be used for blending for a shipment while using the minimum number of storage bins and minimum total cost. The numerical results are presented for a corn shipment scenario to demonstrate the application of this model. Pareto optimal front is computed for the problem for simultaneous optimization of lot aggregation and cost of blending. Sensitivity analysis is conducted to analyze the application of the model under different operating conditions.
机译:本文提出了一种多目标优化模型,该模型提供了一种有效的方法,可通过最大程度地减少谷物升降机中因批次聚集而引起的食品安全风险来最小化可追溯性工作。提出了具有两个目标函数的数学多目标混合整数规划(MIP)模型,该函数可用于计算批料聚集的最小级别和混合谷物的最小总成本。该系统的约束条件包括客户合同规范,电梯中谷物的可用性以及混合要求。解决方案包括使用不同数量的存储箱和最小的总成本,将来自不同存储箱的谷物混合在一起用于装运。给出了玉米运输场景的数值结果,以证明该模型的应用。针对批次聚合和混合成本的同时优化问题,计算了帕累托最优前沿。进行敏感性分析以分析该模型在不同操作条件下的应用。

著录项

  • 来源
    《Journal of food engineering》 |2010年第2期|P.193-200|共8页
  • 作者单位

    Department of Agricultural and Biosystems Engineering, Iowa State University, Ames IA 50011, United States Department of Industrial and Manufacturing Systems Engineering, Iowa State University, Ames IA 50011, United States 1551 Food Sciences Building, Iowa State University, Ames IA 50011;

    rnDepartment of Industrial and Manufacturing Systems Engineering, Iowa State University, Ames IA 50011, United States;

    rnDepartment of Agricultural and Biosystems Engineering, Iowa State University, Ames IA 50011, United States Department of Food Science and Human Nutrition, Iowa State University, Ames IA 50011, United States;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    lot aggregation; multi-objective optimization; traceability; bulk grain handling; food safety risk;

    机译:批量汇总;多目标优化;可追溯性;散粮处理;食品安全风险;

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