Implementation of Non-intrusive Intelligent Sensor System and 5G Edge Computing Gateway for Smart Factory

Shu Min Chuang, Chia Sheng Chen, Eric Hsiaokuang Wu

研究成果: 書貢獻/報告類型會議論文篇章同行評審

摘要

Smart factories integrate multiple advanced technologies to realize an efficient production line. Advanced technology is used to improve the manufacturing and production process including the technology of 5G, virtual reality, machine learning, augmented reality, and data analytics. These have been pushing manufacturing plants into smart manufacturing. The main goal of this research is to provide a non-intrusive intelligent smart sensor system and 5G edge computing gateway for the smart factory. The industrial IoT of data acquisition and processing is realized through nonintrusive intelligent sensors and a 5G edge computing gateway for the identification of mechanical faults and equipment health status on the manufacturing production line. The non-intrusive smart sensor system for data transmitters developed in this research does not require an external power supply and uses the data exchange through wireless communication architecture to collect data based on the power network and machine vibration and temperature. By using the intelligent smart sensor system to predict equipment health status for maintenance needs, the intelligent smart sensor system reduces the time and human resources for monitoring the equipment of the industrial control system. The predictive maintenance application uses timedomain signal features for fault diagnosis. It is estimated correctness of fault morphology diagnosis is 90 % and the maintenance cost can reach 15-40% of the production cost.

原文???core.languages.en_GB???
主出版物標題Proceedings of the 4th IEEE Eurasia Conference on IoT, Communication and Engineering 2022, ECICE 2022
編輯Teen-Hang Meen
發行者Institute of Electrical and Electronics Engineers Inc.
頁面64-69
頁數6
ISBN(電子)9781665482080
DOIs
出版狀態已出版 - 2022
事件4th IEEE Eurasia Conference on IoT, Communication and Engineering, ECICE 2022 - Yunlin, Taiwan
持續時間: 28 10月 202230 10月 2022

出版系列

名字Proceedings of the 4th IEEE Eurasia Conference on IoT, Communication and Engineering 2022, ECICE 2022

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???event.eventtypes.event.conference???4th IEEE Eurasia Conference on IoT, Communication and Engineering, ECICE 2022
國家/地區Taiwan
城市Yunlin
期間28/10/2230/10/22

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