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Ontology-based supply chain decision support for steel manufacturers in China

机译:为中国钢铁制造商提供基于本体的供应链决策支持

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摘要

It is now very popular for companies to collaborate as a global supply chain (GSC) for their business benefits. Many companies are inclined to outsource manufacturing, logistics and business activities globally. The senior managers of companies are faced with more complicated and dynamic situations to make decisions than ever before. They not only have to consider the internal factors including production, inventory, and financial status, but also have to take into account the external factors such as policies, market forces, competitive behaviors, etc. To survive in today's fierce market environment, it has become increasingly important for companies to find ways to combine the multi-source decision knowledge, and utilize it to make sound decisions across the organizational boundaries. In this paper, a rule-based ontology reasoning method is proposed to support decision makings and improve industrial practices for companies in the dynamic and heterogeneous GSC context. A shared GSC ontology is developed to describe the heterogeneous internal and external decision knowledge of the GSC companies and the dynamic market environments. It is contributed in enabling a semantic interoperable decision-making environment, along with the decision knowledge being evolved timely. In addition, semantic rules serving as decision requirements are developed to reason the shared GSC ontology to support the complicated and sound decision-makings, and also to provide suggestions on improving their industrial practices. A case study in China's iron and steel industry is introduced to justify the feasibility and effectiveness of the proposed ontology-based approaches.
机译:现在,公司为了获得商业利益而作为全球供应链(GSC)进行协作非常受欢迎。许多公司倾向于在全球范围内外包制造,物流和商业活动。公司的高级管理人员面临着比以往更复杂,更动态的决策。他们不仅必须考虑内部因素,包括生产,库存和财务状况,而且还必须考虑外部因素,例如政策,市场力量,竞争行为等。要在当今激烈的市场环境中生存,就必须对于公司来说,寻找方法来组合多源决策知识并利用它来跨组织边界做出合理决策变得越来越重要。本文提出了一种基于规则的本体推理方法,以支持企业在动态和异构GSC环境中的决策制定并改善公司的行业实践。开发了共享的GSC本体,以描述GSC公司和动态市场环境的内部和外部决策异质知识。它有助于实现语义上可互操作的决策环境,以及决策知识的及时开发。此外,开发了语义规则作为决策要求,以推理共享的GSC本体,以支持复杂而合理的决策,并为改进其工业实践提供建议。介绍了一个中国钢铁行业的案例研究,以证明所提出的基于本体的方法的可行性和有效性。

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