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首页> 外文期刊>International journal of computer science and network security >Multi-factory, Multi-Product Inventory Optimization using Genetic Algorithm for Efficient Supply Chain Management
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Multi-factory, Multi-Product Inventory Optimization using Genetic Algorithm for Efficient Supply Chain Management

机译:使用遗传算法的多工厂,多产品库存优化,以实现有效的供应链管理

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摘要

Inventory management is considered to be an important field in Supply Chain Management because the cost of inventories in a supply chain accounts for about 30% of the value of the product. The service provided to the customer eventually gets enhanced once the efficient and effective management of inventory is carried out all through the supply chain. Estimation of the precise amount of inventory at each point in the supply chain devoid of excesses and shortages despite minimizing the total supply chain cost is a chief concern for the inventory and supply chain managers. The precise estimation of optimal inventory is essential since shortage of inventory yields to lost sales, while excess of inventory may result in pointless storage costs. Thus the determination of the inventory to be held at various levels in a supply chain becomes inevitable so as to ensure minimal cost for the supply chain. The minimization of the total supply chain cost can only be achieved when optimization of the base stock level is carried out at each member of the supply chain. Genetic Algorithms is used to achieve inventory optimization in the supply chain. The complexity of the problem increases when more distribution centers and agents were involved. The consideration of multiple products and multiple factories leading to very complex inventory management process has been resolved in this work.
机译:库存管理被认为是供应链管理中的重要领域,因为供应链中的库存成本约占产品价值的30%。一旦通过整个供应链对存货进行了有效的管理,最终为客户提供的服务将得到增强。尽管使总供应链成本最小化,但估计供应链中每个点的精确库存量却不会出现过多和短缺的情况,这是库存和供应链管理者的主要关注点。准确估计最佳库存至关重要,因为库存产量不足会导致销售损失,而库存过多可能会导致毫无意义的存储成本。因此,不可避免地要确定供应链中各个级别的库存,以确保供应链的最低成本。只有在供应链的每个成员都对基本库存水平进行优化时,才能实现总供应链成本的最小化。遗传算法用于实现供应链中的库存优化。当涉及更多的分销中心和代理商时,问题的复杂性就会增加。这项工作已解决了对导致非常复杂的库存管理过程的多种产品和多种工厂的考虑。

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