Image processing based quality control of the impermeable seams in multilayered aseptic packages      
Yazarlar (3)
Kemal Adem
Tokat Gaziosmanpaşa Üniversitesi, Türkiye
Umut Orhan
Çukurova Üniversitesi, Türkiye
Prof. Dr. Mahmut HEKİM Tokat Gaziosmanpaşa Üniversitesi, Türkiye
Makale Türü Özgün Makale
Makale Alt Türü SSCI, AHCI, SCI, SCI-Exp dergilerinde yayınlanan tam makale
Dergi Adı Expert Systems with Applications
Dergi ISSN 0957-4174 Wos Dergi Scopus Dergi
Dergi Tarandığı Indeksler SCI-Expanded
Dergi Grubu Q4
Makale Dili İngilizce
Basım Tarihi 05-2015
Cilt No 42
Sayı 7
Sayfalar 3785 / 3789
DOI Numarası 10.1016/j.eswa.2014.12.045
Makale Linki http://linkinghub.elsevier.com/retrieve/pii/S0957417414008240
Özet
Multilayered aseptic material which guarantees the extended shelf life of liquid foods is turned into an impermeable package by folding packaging machines. Some problems in the machines causes the packages to lose the impermeability property and therefore lead to deterioration of the liquid food. The leak test, which was performed to determine the problem, has been carried out by expert employees. The control process has steps of random selection of the liquid food packages, the opening of it properly, and observing the distribution of the injected ink in the seams by human eye. It is known that this control can cause serious material damage due to the human-based errors. With this study, it was aimed to perform the leak test of seams in multilayered aseptic packages by using a combination of the image processing and classification techniques. Through the data obtained from a real production environment, the experiments were performed and the results were evaluated. As a result, it can be said that the study has a distinctive feature as being the first in its field with its promising results.
Anahtar Kelimeler
Canny edge detection | Image processing | Impermeable seams | Multilayered aseptic package | Pixel based image segmentation | Quality control