A Stochastic Goal-Based Economic Order Quantity Model for Dairy Products

K. Mubiru, Maureen N. Ssempijja
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Abstract

Resilient efforts are still sought to optimize the inventory of dairy products under demand uncertainty. Several industries operate under uncertainties that severely affect company performance. In this paper, a multi-objective goal programming model is proposed to optimize the economic order quantity of dairy products under stochastic demand. Adopting a Markov chain approach, the model initially defines the demand transition matrix, inventory cost matrix, objective function, priorities, and goal constraints of dairy products. The model seeks to minimize the deviation variables from the targeted economic order quantity and total inventory costs of dairy products over a finite period planning horizon. The sum of deviations is minimized so that the actual economic order quantity and inventory costs meet the targeted levels of dairy products. Using the simplex method, an analytical solution is obtained and a numerical example is presented for illustration; demonstrating the overachievement or underachievement of the targeted economic order quantity and inventory costs of dairy products. Results indicate how priority-based goal programming solution is sensitive to the highest priority to be achieved. The proposed model can be effective where the relevant economic order quantity and inventory costs can be prioritized if necessary.
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基于目标的乳制品随机经济订货量模型
在需求不确定的情况下,人们仍在努力寻求乳制品库存的最优化。一些行业的不确定性严重影响了公司业绩。本文提出了一种多目标目标编程模型,用于优化随机需求下乳制品的经济订货量。该模型采用马尔可夫链方法,初步定义了乳制品的需求转换矩阵、库存成本矩阵、目标函数、优先级和目标约束。该模型力求在有限的规划期限内,使乳制品的目标经济订货量和总库存成本的偏差变量最小化。偏差总和最小化的目的是使乳制品的实际经济订货量和库存成本达到目标水平。利用单纯形法得到了一个解析解,并提供了一个数值示例进行说明,展示了目标经济订货量和乳制品库存成本的超额完成或未完成情况。结果表明,基于优先级的目标编程解决方案对要实现的最高优先级非常敏感。如果有必要,可以对相关的经济订货量和库存成本进行优先排序,那么所建议的模型就会非常有效。
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