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Hybrid modelling of MTO/ETO manufacturing environments for performance assessment

机译:MTO / ETO制造环境的混合建模以进行性能评估

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摘要

Performance assessment is critical in today's competitive environments, where companies need to establish trade-offs between key competitive dimensions. The complexity of these environments calls for new approaches to performance assessment. Thus, in this work, we propose a novel conceptual framework for performance assessment in manufacturing environments combining different production strategies. Focus is laid on MTO/ETO combined environments and a three-stage problem analysis is considered. Firstly, a hybrid SD-DES-ABS model approach addresses the needs of a system that handles different types of orders, processes and workforce allocation requirements; secondly, the model results for different demand scenarios are assessed using a one-way ANOVA analysis followed by a Tukey - Kramer's test, with pairwise comparisons for assessment of significant performance variations under different system operating policies. A full factorial Design of Experiments (DOE) analysis follows, for determining the relevant process parameters influencing the system performance. As an example of application of the proposed framework, we consider the case of an advanced manufacturing company, whose manufacturing environment encompasses combined MTO/ETO production strategies.
机译:在当今竞争激烈的环境中,绩效评估至关重要,因为在这种竞争环境中,企业需要在关键竞争维度之间建立取舍。这些环境的复杂性要求采用新的性能评估方法。因此,在这项工作中,我们提出了一种新颖的概念框架,用于在制造环境中结合不同的生产策略进行绩效评估。重点放在MTO / ETO组合环境上,并考虑了三个阶段的问题分析。首先,混合SD-DES-ABS模型方法可满足处理不同类型的订单,流程和劳动力分配要求的系统需求。其次,使用单向方差分析进行评估,然后进行Tukey-Kramer检验,并进行成对比较以评估不同系统操作策略下的显着性能差异,从而评估不同需求场景的模型结果。接下来是完整的因子设计实验(DOE)分析,用于确定影响系统性能的相关过程参数。作为应用所建议框架的示例,我们考虑一家先进制造公司的情况,该公司的制造环境包含MTO / ETO组合生产策略。

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