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What's The Buzz About Moving From 'lean' To 'agile' Integrated Supply Chains? A Fuzzy Intelligent Agent-based Approach

机译:从“精益”到“敏捷”集成供应链的嗡嗡声是什么?基于模糊智能代理的方法

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摘要

The ability to build lean and agile supply chains has not developed as rapidly as anticipated, because the development of technology to manage such concepts of lean/agile for integrated supply chains is still under way. Also, due to ill-defined and vague indicators, which exist within leanness/agility assessment, many measures are described subjectively by linguistic terms, which are characterized by vagueness and multi-possibility, and the conventional assessment approaches cannot suitably or effectively handle such dynamic situations. In this paper, we propose a novel approach to model agility (which includes leanness) and introduce dynamic agility level index (DA_(Li)) through fuzzy intelligent agents. Generally, it is difficult to emulate human decision making if the recommendations of the agents are provided as crisp, numerical values. The multiple intelligent agents used in this study communicate their recommendation as fuzzy numbers to accommodate ambiguity in the opinion and the data used for modelling agility attributes for integrated supply chains. Moreover, when agents operate based on different criteria pertaining to agility like flexibility, profitability, quality, innovativeness, pro-activity, speed of response, cost, robustness, etc., for integrated supply chains, the ranking and aggregation of these fuzzy opinions to arrive at a consensus is complex. The proposed fuzzy intelligent agents approach provides a unique and unprecedented attempt to determine consensus in these fuzzy opinions and effectively model dynamic agility. The efficacy of the proposed approach is demonstrated with the help of an illustrative example.
机译:建立精益和敏捷供应链的能力没有像预期的那样迅速发展,因为管理集成化精益链的精益/敏捷概念的技术仍在开发中。此外,由于瘦度/敏捷性评估中存在定义不明确且含糊不清的指标,因此许多措辞都是用语言术语进行主观描述的,这些术语具有模糊性和多重可能性,而传统的评估方法无法适当或有效地应对这种动态变化。情况。在本文中,我们提出了一种用于建模敏捷性(包括瘦度)的新颖方法,并通过模糊智能代理引入了动态敏捷性水平指标(DA_(Li))。通常,如果代理的建议以清晰的数值提供,则很难模仿人的决策。本研究中使用的多个智能主体以模糊数字的形式传达其建议,以容纳观点和用于建模集成供应链敏捷性属性的数据的歧义。此外,当代理商基于与敏捷性有关的不同标准(例如灵活性,盈利能力,质量,创新性,主动性,响应速度,成本,稳健性等)进行操作时,对于集成供应链,这些模糊观点的排名和汇总将达成共识是复杂的。所提出的模糊智能主体方法为确定这些模糊观点中的共识并有效地对动态敏捷性建模提供了独特而前所未有的尝试。借助于一个示例性实例证明了所提出方法的有效性。

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