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多产品生产规划中的均值-方差对冲

Mean–Variance Hedging for Production Planning with Multiple Products

Production and Operations Management · 2021
被引 13
人大 AFT50UTD24ABS 4

中文导读

研究了多产品生产规划中,如何联合优化生产数量与实时对冲决策,以降低需求依赖金融资产带来的风险,并给出了均值-方差有效前沿的完整刻画。

Abstract

We study production planning in a multi‐product setting, in which demand for each product depends on multiple financial assets (such as commodities, market indices, etc). In addition to the production quantity decision at the beginning of the planning horizon, there is also a real‐time hedging decision throughout the horizon; and we optimize both decisions jointly. With a mean–variance problem formulation, we first derive the optimal hedging strategy, given the production quantities. This leads to an explicit objective function with which bounds on optimal production quantities are identified. Thus, optimization of the production policies can be readily solved numerically as a static minimization problem. This way, we are able to give a complete characterization of the mean–variance efficient frontier, and quantify the contribution of the hedging strategy by the variance reduction it achieves. Furthermore, the model and results are extended to allow dynamic production control that tracks the demand rates.

生产规划金融对冲均值-方差优化运营管理