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Overall equipment utilisation (OEU) monitoring and remote quality check in legacy machine with raspberry pi

Abd Rahim, Siti Huda and Embong, Abd Halim (2021) Overall equipment utilisation (OEU) monitoring and remote quality check in legacy machine with raspberry pi. Journal of Intergrated and Advanced Engineering, 1 (2). pp. 135-144. E-ISSN 2774-6.38

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Abstract

Abstract Overall Equipment Utilisation (OEU) plays an important role as a benchmark for manufacturing companies to determine each machine's efficiency. Currently, there is no proper OEU measurement system in legacy machines and only relies on human observation. This project aims to develop a measurement of OEU system by using Optical Character Recognition (OCR). An efficient Optical Character Recognition (OCR) algorithm is needed to have a high percentage of recognition rate. The outcome of this project will be a Graphical User Interface (GUI) that display real-time OEU monitoring and remote quality check for legacy machines. Pytesseract-OCR Version 4 classifier using the Recurrent Neural Network (RNN) method has been proposed in this paper. Furthermore, an error detection feature is designed from OCR output.

Item Type: Article (Journal)
Uncontrolled Keywords: Legacy machines; Overall Equipment Utilization (OEU); Optical Character Recognition (OCR); Tesseract;
Subjects: T Technology > TS Manufactures > TS155 Production management
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button): Kulliyyah of Engineering > Department of Mechatronics Engineering
Kulliyyah of Engineering
Depositing User: Abd Halim Embong
Date Deposited: 21 Sep 2023 16:11
Last Modified: 21 Sep 2023 16:12
URI: http://irep.iium.edu.my/id/eprint/106787

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