An Industry 4.0 Semantic Framework for the Inference of Generic Field Device Capabilities

IF 4.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Victor Chavez;Jörg Wollert
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引用次数: 0

Abstract

Semantic interoperability is essential for the development of intelligent systems, the integration of heterogeneous devices, and the exchange of information independent of protocol. To this end, Industry 4.0 consortia have proposed interoperable information models to ensure the standardized interpretation of data for industrial systems. However, adapting existing standards to Industry 4.0 models remains a challenge for field devices due to the complexity of generically mapping domain-specific concepts and their interpretation. In this article, we propose a novel ontology-based framework to automate the interpretation of field device standards, providing a high-level interface to measure or control a process through generic capabilities. Through the use of the Industry 4.0 field device ontology, we generalize the interpretation of application data and device profiles to model the IO-Link and CANOpen standards. The proposed framework is evaluated using a plug-and-play tank demonstrator that leverages generic capabilities to identify commercial field devices and control an industrial process. Our results demonstrate that the generalization of field device semantics significantly reduces the manual effort of integrating different standards, in turn bridging the semantic gap between field devices and Industry 4.0 information models.
通用现场设备能力推理的工业4.0语义框架
语义互操作性对于智能系统的开发、异构设备的集成以及独立于协议的信息交换至关重要。为此,工业4.0联盟提出了可互操作的信息模型,以确保工业系统数据的标准化解释。然而,由于一般映射特定领域概念及其解释的复杂性,使现有标准适应工业4.0模型对于现场设备来说仍然是一个挑战。在本文中,我们提出了一个新的基于本体的框架来自动解释现场设备标准,提供一个高级接口来通过通用功能测量或控制过程。通过使用工业4.0现场设备本体,我们概括了应用数据和设备配置文件的解释,以建模IO-Link和CANOpen标准。所提出的框架使用即插即用罐演示器进行评估,该演示器利用通用功能来识别商业现场设备并控制工业过程。我们的研究结果表明,现场设备语义的泛化显著减少了集成不同标准的人工工作量,从而弥合了现场设备与工业4.0信息模型之间的语义差距。
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来源期刊
IEEE Open Journal of the Industrial Electronics Society
IEEE Open Journal of the Industrial Electronics Society ENGINEERING, ELECTRICAL & ELECTRONIC-
CiteScore
10.80
自引率
2.40%
发文量
33
审稿时长
12 weeks
期刊介绍: The IEEE Open Journal of the Industrial Electronics Society is dedicated to advancing information-intensive, knowledge-based automation, and digitalization, aiming to enhance various industrial and infrastructural ecosystems including energy, mobility, health, and home/building infrastructure. Encompassing a range of techniques leveraging data and information acquisition, analysis, manipulation, and distribution, the journal strives to achieve greater flexibility, efficiency, effectiveness, reliability, and security within digitalized and networked environments. Our scope provides a platform for discourse and dissemination of the latest developments in numerous research and innovation areas. These include electrical components and systems, smart grids, industrial cyber-physical systems, motion control, robotics and mechatronics, sensors and actuators, factory and building communication and automation, industrial digitalization, flexible and reconfigurable manufacturing, assistant systems, industrial applications of artificial intelligence and data science, as well as the implementation of machine learning, artificial neural networks, and fuzzy logic. Additionally, we explore human factors in digitalized and networked ecosystems. Join us in exploring and shaping the future of industrial electronics and digitalization.
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