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A new multi-agent system framework for tacit knowledge management in manufacturing supply chains

机译:制造供应链中隐性知识管理的新多代理系统框架

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摘要

Participating members in a manufacturing supply chain (MSC) usually make use of individual knowledge for making independent decisions. Recent research, however, indicates that there is a need to handle such distributed knowledge in an integrated manner, especially under uncertain and fast changing environments. A multiagent system (MAS), a branch of distributed artificial intelligence, is a contemporary modelling technique for a distributed system like MSCs in the manufacturing domain. However recent researches indicate that MAS approaches have not adequately addressed the role of sharing tacit knowledge (TK) on MSC performance. This paper, therefore, aims to propose a framework that utilizes MAS techniques with a corresponding TK sharing mechanism dedicated to MSCs. We performed some experiments to simulate the proposed approach. The results showed significant improvements when comparing the proposed approach with another conventional MAS model. The results establish a starting point for researchers interested in enhancing MSC performance using TK management approach, and for managers of MSC to focus on the essentials of sharing TK.
机译:制造业供应链(MSC)中的参与成员通常利用个人知识来做出独立决策。然而,最近的研究表明,需要以综合的方式处理这种分布式知识,尤其是在不确定和快速变化的环境下。多代理系统(MAS)是分布式人工智能的一个分支,是一种现代建模技术,用于制造领域中的MSC等分布式系统。但是,最近的研究表明,MAS方法尚未充分解决共享关于MSC性能的默认知识(TK)的作用。因此,本文旨在提出一种利用MAS技术和专用于MSC的相应TK共享机制的框架。我们进行了一些实验来模拟所提出的方法。与其他传统的MAS模型进行比较时,结果显示出显着的改进。研究结果为有兴趣使用传统知识管理方法提高MSC性能的研究人员和MSC管理人员专注于共享传统知识的基础提供了起点。

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