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Robust production planning and capacity control for flexible assembly lines

机译:灵活装配线的强大生产计划和容量控制

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The frequently changing order stream and high product variety require robust planning and control approaches, as well as a flexible system structure in order to fulfill the highest possible customer service level and to keep the production costs on a reasonable level. In the paper, a combined production planning and capacity control method for assembly lines is proposed aiming at balancing the workload of the human operators and decreasing the overall production costs on a given time horizon. Instead of using the idealistic cycle times and simple manufacturing control rules, the proposed planning and control methodology is based on adaptive calculations taken from continuously updated historical production data. The manufacturing execution-level data is applied for building regression models predicting the capacity requirements of the future production scenarios. Besides, the historical data is also used as direct input of discrete-event simulations, to determine the proper control policies of human operator allocations for the different scenarios mentioned above. In order to calculate reliable and feasible production plans, the regression models and control policies are integrated in a mathematical programming model that minimizes a cost function representing the total production costs.
机译:经常变化的订单流和高产品各种需要强大的规划和控制方法,以及灵活的系统结构,以满足最高的客户服务水平并保持生产成本在合理的水平上。在本文中,提出了一种组装生产线的组合生产规划和容量控制方法,旨在平衡人类运营商的工作量并降低给定时间范围的整体生产成本。而不是使用理想主义的循环时间和简单的制造控制规则,所提出的规划和控制方法是基于从不断更新的历史生产数据采取的自适应计算。制造执行级数据适用于建立预测未来生产方案容量要求的回归模型。此外,历史数据也用作离散事件模拟的直接输入,以确定用于上述不同场景的人工操作员分配的适当控制策略。为了计算可靠和可行的生产计划,回归模型和控制策略集成在数学编程模型中,最小化代表总生产成本的成本函数。

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