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修正基库存策略下条件风险价值的极小化

Minimizing conditional value‐at‐risk under a modified basestock policy

Production and Operations Management · 2021
被引 10
人大 AFT50UTD24ABS 4

中文导读

研究了一个风险规避的按库存生产公司,在泊松需求和指数生产时间下,如何选择基库存水平以最小化年度成本的条件风险价值,并给出了一个误差小于1%的近似解。

Abstract

Consider a single‐product, make‐to‐stock, risk‐averse company that manages its finished goods inventory by a basestock policy. Item demand is modeled as a Poisson process, and unit production time is modeled as an exponential random variable. Annual cost is equal to the sum over one year of the inventory‐holding and back‐ordering costs. The company wants to minimize the annual cost conditional value‐at‐risk by an appropriate basestock selection called the optimal basestock. After offering evidence that the optimal basestock is analytically intractable, we derive a closed‐form approximation of the optimal basestock. In two independent simulation experiments, we found that the average penalty for using the approximation is less than 1%; we believe this accuracy would be acceptable for practical applications. Leveraging the approximation's accuracy and simplicity, we establish several results that may serve as predictors of the company's appropriate basestock adjustments to changes in operational, economic, and risk aversion parameters. We illustrate how our research results were successfully applied in a Fortune 10 energy company. We extend the problem setting in two different directions to widen the applicability of our research results.

库存管理风险规避运营管理随机优化