Knowledge portal for Six Sigma DMAIC process

N. Thanh-Dat, K. Claudiu, R. Zobia, L. Lobonț
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引用次数: 2

Abstract

Knowledge plays a crucial role in success of DMAIC (Define, Measure, Analysis, Improve, and Control) execution. It is therefore necessary to share and renew the knowledge. Yet, one problem arising is how to create a place where knowledge are collected and shared effectively. We believe that Knowledge Portal (KP) is an important solution for the problem. In this article, the works concerning with requirements and functionalities for KP are first reviewed. Afterwards, a procedure with necessary tools to develop and implement a KP for DMAIC (KPD) is proposed. Particularly, KPD is built on the basis of free and open-source content and learning management systems, and Ontology Engineering. In order to structure and store knowledge, tools such as Protégé, OWL, as well as OWL-RDF Parsers are used. A Knowledge Reasoner module is developed in PHP language, ARC2, MySQL and SPARQL endpoint for the purpose of querying and inferring knowledge available from Ontologies. In order to validate the availability of the procedure, a KPD is built with the proposed functionalities and tools. The authors find that the KPD benefits an organization in constructing Web sites by itself with simple steps of implementation and low initial costs. It creates a space of knowledge exchange and supports effectively collecting DMAIC reports as well as sharing knowledge created. The authors’ evaluation result shows that DMAIC knowledge is found exactly with a high success rate and a good level of response time of queries.
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六西格玛DMAIC流程的知识门户
知识在DMAIC(定义、测量、分析、改进和控制)执行的成功中起着至关重要的作用。因此,有必要分享和更新知识。然而,出现的一个问题是如何创建一个有效收集和共享知识的地方。我们认为知识门户(KP)是解决这一问题的重要方法。在本文中,首先回顾了与KP的需求和功能有关的工作。然后,提出了一种具有必要工具的程序来开发和实施DMAIC (KPD)的KP。特别是,KPD是建立在免费和开源的内容和学习管理系统以及本体工程的基础上的。为了构建和存储知识,需要使用prot、OWL以及OWL- rdf解析器等工具。知识推理模块采用PHP语言、ARC2、MySQL和SPARQL端点开发,实现了对本体知识的查询和推理。为了验证过程的可用性,使用建议的功能和工具构建KPD。作者发现,KPD有利于组织自己构建Web站点,实现步骤简单,初始成本低。它创造了一个知识交流的空间,并支持有效地收集DMAIC报告以及共享所创建的知识。评价结果表明,该方法能够准确地找到DMAIC知识,检索成功率高,查询响应时间短。
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