🌙

一种带替代和延期交货的多层级有产能批量问题的元启发式方法

A matheuristic approach for the multi-level capacitated lot-sizing problem with substitution and backorder

International Journal of Production Research · 2023
被引 7
ABS 3

中文导读

研究了一种考虑产品和组件层级替代及延期交货的新批量问题,提出元启发式算法求解,通过实验分析替代和延期时限对成本的影响,为制造企业提供节省成本的规划建议。

Abstract

The lot-sizing problem aims at determining the products to be produced and their quantities for each time period, which is a difficult problem in production planning. This problem becomes even more complicated when practical aspects such as limited production capacity, bill of materials, and item substitution are considered. In this paper, we study a new variant of the lot-sizing problem, called the multi-level capacitated lot-sizing problem with substitution and backorder. Unlike previous studies, this variant considers substitutions at both the product and component levels, which is based on the real needs of manufacturers to increase planning flexibility. Backorders are allowed, but should be delivered within a certain time limitation. We formulate this problem using a mathematical programming model. A matheuristic approach is proposed to solve the problem. This first generates an initial feasible solution using a relax-and-fix algorithm, and then improves it using a hybrid fix-and-optimise algorithm. The proposed algorithm is calibrated with a full factorial design of experiments, and its efficiency is well validated. Finally, through extensive numerical experiments, we analyse the properties of this new lot-sizing problem, such as the effect of substitution options, and the influence of backorder time limitation, and provide several useful managerial insights for manufacturing companies to save costs in production planning.

生产计划批量问题运筹优化制造业