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IoTwins: Design and Implementation of a Platform for the Management of Digital Twins in Industrial Scenarios

机译:IOTWINS:在工业情景中的数字双胞胎管理平台的设计与实现

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With the increase of the volume of data produced by IoT devices, there is a growing demand of applications capable of elaborating data anywhere along the IoT-to-Cloud path (Edge/Fog). In industrial environments, strict real-time constraints require computation to run as close to the data origin as possible (e.g., IoT Gateway or Edge nodes), whilst batch-wise tasks such as Big Data analytics and Machine Learning model training are advised to run on the Cloud, where computing resources are abundant. The H2020 IoTwins project leverages the digital twin concept to implement virtual representation of physical assets (e.g., machine parts, machines, production/control processes) and deliver a software platform that will help enterprises, and in particular SMEs, to build highly innovative, AI-based services that exploit the potential of IoT/Edge/Cloud computing paradigms. In this paper, we discuss the design principles of the IoTwins reference architecture, delving into technical details of its components and offered functionalities, and propose an exemplary software implementation.
机译:随着IOT设备产生的数据量的增加,对能够在IOT到云路径(边缘/雾)的任何位置的应用程序的需求不断增长。在工业环境中,严格的实时约束需要计算尽可能靠近数据来源(例如,IOT网关或边缘节点),而建议批次 - 方向任务,例如大数据分析和机器学习模型培训进行跑步运行在云中,计算资源丰富的地方。 H2020 IOTWins项目利用数字双胞胎概念来实现物理资产的虚拟表示(例如,机器零件,机器,生产/控制流程),并提供一款将帮助企业,特别是中小企业的软件平台,以建立高度创新,AI用于利用IoT /边缘/云计算范例的潜力的基于服务。在本文中,我们讨论了IOTwins参考架构的设计原则,参考其组件的技术细节并提供功能,并提出了示例性软件实现。

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