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Design of industrial internet of things system based on machine learning and artificial intelligence technology

机译:基于机器学习和人工智能技术的事业系统工业互联网设计

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摘要

For industrial production, the traditional manual on-site monitoring method is far from meeting production needs, so it is imperative to establish a remote monitoring system for equipment. Based on machine learning algorithms, this paper combines artificial intelligence technology and Internet of Things technology to build an efficient, fast, and accurate industrial equipment monitoring system. Moreover, in view of the characteristics of the diverse types of equipment, scattered layout, and many parameters in the manufacturing equipment as well as the complexity of the high temperature, high pressure, and chemical environment in which the equipment is located, this study designs and implements a remote monitoring and data analysis system for industrial equipment based on the Internet of Things. In addition, based on the application scenarios of the actual aeronautical weather floating platform test platform, this study combines the platform prototype system to design and implement a set of strong real-time communication test platform based on the Windows operating system. The test results show that the industrial Internet of Things system based on machine learning and artificial intelligence technology constructed in this paper has certain practicality.
机译:对于工业生产而言,传统的人工现场监控方式远远不能满足生产需要,因此建立设备远程监控系统势在必行。本文以机器学习算法为基础,结合人工智能技术和物联网技术,构建了一个高效、快速、准确的工业设备监控系统。此外,鉴于制造设备类型多样、布局分散、参数众多的特点,以及设备所处的高温、高压和化学环境的复杂性,本研究设计并实现了一个基于物联网的工业设备远程监控与数据分析系统。此外,本研究基于实际航空气象浮动平台测试平台的应用场景,结合平台原型系统,设计并实现了一套基于Windows操作系统的强实时通信测试平台。测试结果表明,本文构建的基于机器学习和人工智能技术的工业物联网系统具有一定的实用性。

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