减少供应链波动的生产与配送调度数学启发式方法

A production and distribution scheduling matheuristic for reducing supply chain variations

Transportation Research Part E Logistics and Transportation Review · 2025
被引 7
ABS 3

中文导读

与一家大型快消品公司合作,提出一种词典序模型和数学启发式方法,集成管理生产与配送调度,以平衡生产平稳性和门店需求满足,优化成本结构。

Abstract

In a supply chain network, satisfying the demand at the shop level while having a smooth production at the manufacturer (or plant) level are usually conflicting objectives. For instance, the production variations will be high if the shops can order exactly what they need and when they need it. On the other hand, producing the same amount each day prevents to adapt to the variations of the demand and may generate shortages or excess inventory. This study, performed in collaboration with a major fast-moving consumer goods company, proposes a lexicographic model for managing the supply chain in an integrated manner. Seven objective functions are considered to represent the goals of various stakeholders along the supply chain (from the shop to the plant) and different priority levels. A matheuristic combining both local-search procedures and exact methods is designed for scheduling the production orders and the shipments along the supply chain to optimize the overall cost structure. The proposed neighborhood structures employed in the local-search heuristics are able to perform dedicated modifications with respect to a single objective function (e.g., shortage, production variability, inventory level) and a single solution characteristic (e.g., production, shipment) without degrading the value of higher-level objectives. As computation time is limited, a time management approach for this method is proposed. Experiments are performed on 120 instances generated with the company to capture the real situations it faces. Using a rolling-window simulation with forecasted demands, we show that our method clearly outperforms a commercial solver and several common policies used in practice. The benefit of the proposed approach is highlighted both in terms of runtime and solution quality. • Real problem motivated by a major-fast-moving-consumer-goods company. • A lexicographic model is formulated for smoothing the supply chain variations. • We consider 7 objective functions for covering all 3 echelons in an integrated way. • Heuristics, exact methods + their combinations are designed, assessed by simulation. • Experiments are performed for instances generated with the company.

供应链管理生产调度配送调度运筹学快速消费品