Semantic Web Services for AI-Research with Physical Factory Simulation Models in Industry 4.0

Lukas Malburg, P. Klein, R. Bergmann
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引用次数: 10

Abstract

The transition to Industry 4.0 requires smart manufacturing systems that are easily configurable and provide a high level of flexibility during manufacturing in order to achieve mass customization or to support cloud manufacturing. To realize this, Cyber-Physical Systems (CPSs) combined with Artificial Intelligence (AI) methods find their way into manufacturing shop floors. For using AI methods in the context of Industry 4.0, semantic web services are indispensable to provide a reasonable abstraction of the underlying manufacturing capabilities. In this paper, we present semantic web services for AI-based research with physical factory simulation models in Industry 4.0. Therefore, we developed 70 semantic web services based on Web Ontology Language for Web Services (OWL-S) and Web Service Modeling Ontology (WSMO) and linked them to an already existing domain ontology for intelligent manufacturing control. Suitable for the requirements of CPS environments, our preand postconditions are verified in near real-time by invoking other semantic web services in contrast to complex reasoning within the knowledge base. Finally, we examine the feasibility of our approach by executing a cyber-physical workflow composed of semantic web services using a state-of-the-art workflow management system.
语义Web服务与工业4.0中物理工厂仿真模型的人工智能研究
向工业4.0的过渡需要易于配置的智能制造系统,并在制造过程中提供高度的灵活性,以实现大规模定制或支持云制造。为了实现这一点,网络物理系统(cps)与人工智能(AI)方法相结合,找到了进入制造车间的方法。为了在工业4.0的环境中使用人工智能方法,语义web服务对于提供底层制造能力的合理抽象是不可或缺的。在本文中,我们提出了语义web服务,用于工业4.0中基于人工智能的物理工厂仿真模型的研究。因此,我们基于web服务web本体语言(OWL-S)和web服务建模本体(WSMO)开发了70个语义web服务,并将它们链接到已有的领域本体,用于智能制造控制。适合于CPS环境的需求,我们的前置和后置条件通过调用其他语义web服务在接近实时的情况下进行验证,而不是在知识库中进行复杂的推理。最后,我们通过使用最先进的工作流管理系统执行由语义web服务组成的网络物理工作流来检查我们方法的可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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