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Optimization of replenishment strategy for a VMI-based apparel supply chain.

机译:基于VMI的服装供应链的补货策略优化。

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摘要

Vendor Managed Inventory (VMI) is a collaborative strategy between the retailers and manufacturers to optimize the availability of products through a continuous replenishment approach. With the responsibility for managing replenishment given to the manufacturers, one challenge facing the apparel supply chain is to balance the benefits of different parties by minimizing the stock out level of the retailers while maximizing the production capacity of the manufacturers.; For this purpose, a simulation-based optimization model for VMI replenishment strategy in the apparel supply chain was proposed. It considers both the Customer Service Level (CSL) of the retailers and the constraints of the manufacturers' production capacity. This simulation based-optimization model consists of the simulation model for simulating the supply chain and the optimization algorithms for searching the optimal VMI-based replenishment strategy.; The simulation model was developed to study the relationship between the replenishment strategy (replenishment cycle, lead time and replenishment quantity) and the performance of the supply chain (CSL and Inventory Turnover) in a VMI-based apparel supply chain. Fuzzy set theory was integrated into the simulation model to represent the forecasting error due to the dynamic customers' demands. Based on the data collected from the industry, the simulation model could generate the replenishment strategy in terms of replenishment quantity in each replenishment cycle. The simulation procedure was validated using the industrial data.; For the simulation-based optimization model developed for the VMI-based apparel supply chain, the replenishment strategy generated by the simulation model was further optimized by using genetic algorithm (GA). Experimental results indicated that the proposed optimization of the VMI strategy could maintain the retailers' targeted CSL while improving the Production Capacity Balance of the manufacturers significantly. Validation of the optimization model was undertaken by comparing the performance of the optimized model with that of the industrial practice.; To understand thoroughly about the current practice of the apparel supply chain adopting VMI-based strategy, in-depth experiments were conducted using the proposed simulation-based optimization model. Full factorial experiments were conducted based on the industrial practice. In the discussion of experimental results, the implications on the VMI-based replenishment strategy were described.
机译:供应商管理的库存(VMI)是零售商和制造商之间的一项协作策略,旨在通过持续补货的方法来优化产品的可用性。服装制造商面临着管理补给的责任,因此服装供应链面临的挑战之一是通过最大程度地减少零售商的缺货水平,同时最大化制造商的生产能力来平衡各方的利益。为此,提出了基于仿真的服装供应链VMI补货策略优化模型。它同时考虑了零售商的客户服务水平(CSL)和制造商生产能力的限制。这种基于仿真的优化模型包括用于仿真供应链的仿真模型和用于搜索基于VMI的最优补货策略的优化算法。开发了仿真模型,以研究基于VMI的服装供应链中的补货策略(补货周期,提前期和补货数量)与供应链绩效(CSL和库存周转)之间的关系。模糊集理论被集成到仿真模型中,以表示由于动态客户需求而引起的预测误差。基于从行业中收集的数据,仿真模型可以根据每个补货周期中的补货数量生成补货策略。仿真过程已使用工业数据进行了验证。对于为基于VMI的服装供应链开发的基于仿真的优化模型,使用遗传算法(GA)进一步优化了由仿真模型生成的补货策略。实验结果表明,VMI策略的建议优化可以维持零售商的目标CSL,同时显着提高制造商的生产能力平衡。通过将优化模型的性能与工业实践的性能进行比较来进行优化模型的验证。为了全面了解采用基于VMI的策略的服装供应链的当前实践,使用建议的基于仿真的优化模型进行了深入的实验。基于工业实践进行了充分的阶乘实验。在实验结果的讨论中,描述了对基于VMI的补货策略的影响。

著录项

  • 作者

    Dong, AiHua.;

  • 作者单位

    Hong Kong Polytechnic University (Hong Kong).;

  • 授予单位 Hong Kong Polytechnic University (Hong Kong).;
  • 学科 Operations Research.; Textile Technology.
  • 学位 Ph.D.
  • 年度 2007
  • 页码 237 p.
  • 总页数 237
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 运筹学;轻工业、手工业;
  • 关键词

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