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EDGE COMPUTING ENHANCED DIGITAL TWINS FOR SMART MANUFACTURING

机译:EDGE计算增强的智能制造数字双胞胎

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Digital Twin is one of the key enabling technologies for smart manufacturing in the context of Industry 4.0. The combination with advanced data analytics and information and communication technologies allows Digital Twins to perform real-time simulation, optimization and prediction to their physical counterparts. Efficient bi-directional data exchange is the foundation for Digital Twin implementation. However, the widely mentioned cloud-based architecture has disadvantages, such as high pressure on bandwidth and long latency time, which limit Digital Twins to provide real-time operating responses in dynamic manufacturing processes. Edge computing has the characteristics of low connectivity, the capability of immediate analysis and access to temporal data for real-time analytics, which makes it a fit-for-purpose technology for Digital Twin development. In this paper, the benefits of edge computing to Digital Twin are first explained through the reviews of the two technologies. The Digital Twin functions to be performed at the edge are then elaborated. After that, how the data model will be used in the edge for data mapping to realize the Digital Twin is illustrated and the data mapping strategy based on the EXPRESS schemas is discussed. Finally, a case study is carried out to verify the data mapping strategy based on EXPRESS schema. This research work refers to ISO/DIS 23247 Automation systems and integration - Digital Twin framework for manufacturing.
机译:数字双胞胎是行业背景下的智能制造的关键能够实现技术之一。与高级数据分析和信息和通信技术的组合允许数字双胞胎对其物理对应物进行实时模拟,优化和预测。高效的双向数据交换是数字双向实现的基础。然而,广泛提到的基于云的架构具有缺点,例如对带宽和长期时间的高压,限制数字双胞胎在动态制造过程中提供实时操作响应。边缘计算具有低连接性的特点,即时分析的能力和对实时分析的时间数据的能力,这使其成为数字双胞胎开发的适合用途技术。在本文中,首先通过两种技术的审查来解释对数字双胞胎的边缘计算的好处。然后详细阐述要在边缘执行的数字双胞胎功能。之后,如何将数据模型用于数据映射的边缘以实现以实现数字双胞胎,并且讨论了基于Express模式的数据映射策略。最后,执行案例研究以验证基于Express Schema的数据映射策略。该研究工作是指ISO / DIS 23247自动化系统和集成 - 数字双胞胎制造框架。

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