A New Prototype That Performs Real-Time Error Detection in Glass Products

dc.contributor.authorBükücü, Çetin Cem
dc.contributor.authorGökrem, Levent
dc.date.accessioned2025-01-21T14:20:38Z
dc.date.available2025-01-21T14:20:38Z
dc.date.issued2020
dc.description.abstractDue to their economical, ergonomic and processing power capabilities, unique designs and software development applications based on embedded systems are becoming more common every day in detecting errors in product output in quality control processes. In this study, an automated control system based on embedded system was performed to detect errors on the surfaces of products purchased from a glass factory that performed quality control manually by eye. A prototype consisting of the conveyor band and micro drive and camera embedded system was designed for the realization of this system. The embedded system has an open source software that works with morphological image processing techniques and makes boundary determination by gaussian method. The success rate of the system was found by classifying it with Support Vector Machine, Quadratics Discriminant and Medium Tree classifiers. The application of the system has been tested in a glass factory, and as a result of the test process, the system has achieved a high success rate of defect detection in glass products.
dc.identifier.dergipark681653
dc.identifier.doi10.29137/umagd.681653
dc.identifier.issn1308-5514
dc.identifier.issue2-510
dc.identifier.startpage519
dc.identifier.urihttps://dergipark.org.tr/tr/download/article-file/1203127
dc.identifier.urihttps://dergipark.org.tr/tr/pub/umagd/issue/56221/681653
dc.identifier.urihttps://doi.org/10.29137/umagd.681653
dc.identifier.urihttps://hdl.handle.net/20.500.12587/19242
dc.identifier.volume1
dc.language.isoen
dc.publisherKırıkkale Üniversitesi
dc.relation.ispartofUluslararası Mühendislik Araştırma ve Geliştirme Dergisi
dc.relation.publicationcategoryMakale - Ulusal Hakemli Dergi
dc.rightsinfo:eu-repo/semantics/openAccess
dc.snmzKA_20241229
dc.subjectGlass defects
dc.subjectMorphological image processing
dc.subjectClassification
dc.subjectEmbedded systems
dc.subjectEngineering
dc.subjectMühendislik
dc.titleA New Prototype That Performs Real-Time Error Detection in Glass Products
dc.typeArticle

Dosyalar