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首页> 外文期刊>Neural computing & applications >Coordination of production planning and distribution in closed-loop supply chains
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Coordination of production planning and distribution in closed-loop supply chains

机译:闭环供应链中生产规划和分布的协调

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摘要

A closed-loop supply chain structure organises material and information flows from origin points to consumption points, including production, recycling, disposal, and other reverse logistic activities. Some integration problems arise with this structure including production, inventory, location, routing, distribution, collection, recycling, and routing. The integration problems that are facing scientific researchers include inventory routing, location routing, and location inventory. This study considers the integration problem of a closed-loop supply chain for the production, distribution, collection, and recycling quantities, along with the distribution and collection routes for each time period of a finite planning horizon. We refer to this problem as the "Closed-Loop Supply Chain Integrated Production-Inventory-Distribution-Routing Problem" (CLSC-PRP). A mathematical model is proposed that is the first to determine both quantities and routes for the CLSC-PRP simultaneously. As the problem is known to be NP-hard in terms of computational complexity, a simulated annealing-based decomposition heuristic is developed for solving large-scale CLSC-PRP instances. The results of the proposed mathematical model for the CLSC-PRP are compared with the results of the developed heuristic and two separate models that manage forward and backward production routing problems. An extensive comparative study indicated the following: (i) the proposed model was able to reduce the cost required for operating the total supply chain by an average of 12%, along with providing a positive impact on the environment and (ii) the proposed heuristic is able to generate solutions that are close to optimal in most cases.
机译:闭环供应链结构组织源于原点点的材料和信息流量,包括消费点,包括生产,回收,处置和其他逆向物流活动。这种结构出现了一些集成问题,包括生产,库存,位置,路由,分配,集合,回收和路由。面临科学研究人员的集成问题包括库存路由,位置路由和位置库存。本研究考虑了用于生产,分配,收集和回收量的闭环供应链的集成问题,以及各个时间段的分布和收集路线,每个时间段的有限规划地平线。我们将此问题称为“闭环供应链集成生产 - 分布 - 路由问题”(CLSC-PRP)。提出了一种数学模型,即首先是同时确定CLSC-PRP的数量和路由。由于已知在计算复杂性方面是NP难度的,因此开发了一种用于解决大规模CLSC-PRP实例的模拟退火的分解启发式。将CLSC-PRP的提议数学模型的结果与发发的启发式和两个独立模型的结果进行了比较,管理前向和后向生产路由问题。广泛的比较研究表明:(i)拟议的模型能够降低将总供应链经营所需的成本平均为12%,以及为环境和(ii)提出拟议的启发式影响在大多数情况下,能够生成接近最佳的解决方案。

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