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Evaluation of agility in supply chains using fuzzy association rules mining

机译:基于模糊关联规则挖掘的供应链敏捷性评估

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摘要

The management of contemporary supply chains is complex because of their stochastic and dynamic nature. Also, modern supply chains are imbibed with agile characteristics. Several technologies have emerged for the management of agile supply chains. But most of them are in development stages. No common method exists for evaluating agility in supply chains by both researchers and practitioners. The complex manufacturing systems necessitate the validation of innovative solutions using advanced managerial tools and techniques. The manufacturing paradigms have to be evaluated according to their short term action and long term benefits. This article reports the utilisation of fuzzy association rules mining (FARM) approach which enables the decision makers to make flexible decisions for evaluating agility in supply chains in the presence of attributes such as flexibility, profitability, quality, innovativeness, pro-activity, speed of response, cost and robustness. The approach has been applied in an Indian electronic switches manufacturing organisation. The experiences of the conduct of this research indicate that agility evaluation can be performed without constraints by the decision makers. The case study is being demonstrated in which agility of supply chains is evaluated by determining association rules from the database.
机译:由于当代供应链的随机性和动态性,其管理十分复杂。此外,现代供应链还具有敏捷性。已经出现了几种用于管理敏捷供应链的技术。但是它们大多数都处于开发阶段。研究人员和从业人员都没有评估供应链敏捷性的通用方法。复杂的制造系统必须使用先进的管理工具和技术来验证创新解决方案。必须根据其短期行动和长期利益来评估制造范例。本文报告了模糊关联规则挖掘(FARM)方法的使用,该方法使决策者可以在存在诸如灵活性,获利能力,质量,创新性,主动性,速度等属性的情况下,对供应链中的敏捷性做出灵活的决策。响应,成本和稳定性。该方法已在印度电子开关制造组织中应用。进行这项研究的经验表明,决策者可以不受限制地进行敏捷性评估。该案例研究正在演示中,其中通过从数据库确定关联规则来评估供应链的敏捷性。

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