基于函数逼近的非平稳库存策略计算的简单启发式方法

A simple heuristic for computing non-stationary inventory policies based on function approximation

European Journal of Operational Research · 2024
被引 8
ABS 4

中文导读

针对有限周期、固定补货成本且需求非平稳的库存系统,提出一种免递归的成本函数近似方法,转化为最短路径和凸最小化问题,得到比现有启发式更优的策略参数。

Abstract

We consider a finite-horizon periodic-review inventory system with fixed replenishment costs that faces non-stationary demands. The structure of the optimal control policy for this system has long been known. However, finding optimal policy parameters requires solving a large-scale stochastic dynamic program. To circumvent this, we devise a recursion-free approximation for the cost function of the problem. This translates into an efficient and effective heuristic to compute policy parameters that significantly outperforms earlier heuristics. Our approach is easy-to-understand and easy-to-use as it follows by elementary methods of shortest paths and convex minimization.

库存管理运筹学启发式算法动态规划