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Optimization-based manufacturing scheduling with multiple resources, setup requirements, and transfer lots

机译:基于优化的制造计划,具有多种资源,设置要求和批次

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The increasing demand for on-time delivery of products and low production cost is forcing manufacturers to seek effective schedules to coordinate machines and operators so as to reduce costs associated with labor, setup, inventory, and unhappy customers. This paper presents the modeling and resolution of a job shop scheduling system for J. M. Products Inc., whose manufacturing is characterized by the need to simultaneously consider machines and operators, machines requiring significant setup times, operators of different capabilities, and lots dividable into transfer lots. These characteristics are typical for many manufacturers, difficult to handle, and have not been adequately addressed in the literature. In our study, an integer optimization formulation with a separable structure is developed where both machines and operators are modeled as resources with finite capacities. Setups are explicitly considered following our previous work with additional penalties on excessive setups. By analyzing transfer lot dynamics, transfer lots are modeled by using linear inequalities. The objective is to maximize on-time delivery of products, reduce inventory, and reduce the number of setups. By relaxing resource capacity constraints and portions of precedence constraints, the problem is decomposed into smaller subproblems that are effectively solved by using a novel dynamic programming procedure. The multipliers are updated using the recently developed surrogate subgradient method. A heuristic is then used to obtain a feasible schedule based on subproblem solutions. Numerical testing shows that the method generates high quality schedules in a timely fashion.
机译:对按时交付产品和降低生产成本的需求不断增加,迫使制造商寻求有效的时间表来协调机器和操作员,以减少与人工,设置,库存和不满意的客户相关的成本。本文介绍了JM Products Inc.的车间调度系统的建模和解决方案,其制造的特点是需要同时考虑机器和操作员,需要大量设置时间的机器,具有不同能力的操作员以及可分为转移批的批处理。这些特征对于许多制造商来说是典型的,难以处理,并且在文献中没有得到充分解决。在我们的研究中,开发了具有可分离结构的整数优化公式,其中将机器和操作员都建模为具有有限容量的资源。在我们之前的工作之后,明确考虑了设置,并对过多的设置进行了额外的罚款。通过分析转运批动力学,可以使用线性不等式对转运批进行建模。目的是最大程度地准时交付产品,减少库存并减少设置数量。通过放宽资源容量约束和优先约束的一部分,该问题被分解为较小的子问题,这些子问题可以通过使用新颖的动态编程过程来有效解决。使用最近开发的替代子梯度方法更新乘数。然后使用启发式方法基于子问题解决方案获得可行的进度表。数值测试表明,该方法能够及时生成高质量的进度表。

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