International Journal of Internet, Broadcasting and Communication

  • 제13권4호
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  • Pages.121-128
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  • 2021
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  • 2288-4920(pISSN)
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  • 2288-4939(eISSN)
한국인터넷방송통신학회 (The Institute of Internet, Broadcasting and Communication)
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A Study on Design of Real-time Big Data Collection and Analysis System based on OPC-UA for Smart Manufacturing of Machine Working

  • 투고 : 2021.09.25
  • 심사 : 2021.10.03
  • 발행 : 2021.11.30
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초록

In order to design a real time big data collection and analysis system of manufacturing data in a smart factory, it is important to establish an appropriate wired/wireless communication system and protocol. This paper introduces the latest communication protocol, OPC-UA (Open Platform Communication Unified Architecture) based client/server function, applied user interface technology to configure a network for real-time data collection through IoT Integration. Then, Database is designed in MES (Manufacturing Execution System) based on the analysis table that reflects the user's requirements among the data extracted from the new cutting process automation process, bush inner diameter indentation measurement system and tool monitoring/inspection system. In summary, big data analysis system introduced in this paper performs SPC (statistical Process Control) analysis and visualization analysis with interface of OPC-UA-based wired/wireless communication. Through AI learning modeling with XGBoost (eXtream Gradient Boosting) and LR (Linear Regression) algorithm, quality and visualization analysis is carried out the storage and connection to the cloud.

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참고문헌

  1. Gee-Suk Jeong. "ICT-based consulting methodology in the 4th industrial revolution era", Korea Smart Consulting Association, pp. 3-24. 2018
  2. Big Data Management System of Plant & Sensor for Smart Factory, http://www.plantpulse.co.kr/4-5
  3. Sang-Gook Moon. "Problem Analysis of Real Time Transaction and Fieldbus Communication Industrial Networks", Korean Institute of Information Technology, pp. 303-306, 2006.
  4. Dae-Uk Kwon. "Engineering Design of Automation System for Smart Factory Implementation", Korea Industry Intelligentization Association, Smart Factory Conference, pp.16 2018. DOI: https://doi.org/10.15207/JKCS.2020.11.11.055
  5. Chigon Kim "OPC Unified Architecture Specification. Part 1" Overview and Concepts, OPC Foundation, 2015.
  6. OPC Unified Architecture. Part 1: Overview and Concepts, IEC 62541-1, Oct. 2016.
  7. Yong-Soo Lee, Jong-Pil Jeong. "Design and Implementation of Facility Monitoring System based on AAS and OPC UA for Smart Manufacturing", The Journal of The Institute of Internet, Broadcasting and Communication (IIBC) Vol. 21, No. 2, 41-47, 2021. DOI: https://doi.org/10.7236/JIIBC.2021.21.2.41
  8. Yong-Min Lee, Won-Bog Lee. Seung-Ho Lee. "The Development of Protocol for Construction of Smart Factory", j.inst.Korean.electr.electron.eng. Vol.23, No.3, pp. 1096~1099, 2019. DOI: http://dx.doi.org/10.7471/ikeee.2019.23.3.1096