Araştırma Makalesi

A QUALITY CONTROL SYSTEM PROTOTYPE FOR DETECTING KNOT DEFECTS IN THE WOODEN PANEL MANUFACTURING

Cilt: 5 Sayı: 1 30 Haziran 2019
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EN

A QUALITY CONTROL SYSTEM PROTOTYPE FOR DETECTING KNOT DEFECTS IN THE WOODEN PANEL MANUFACTURING

Öz

Product quality has become a necessary goal for all manufacturers in today’s competitive market.  Product defects, not detected, cause financial damages and reputation loss for the manufacturer. These defects can be due to quality of the inputs or misuse of the good quality inputs during the manufacturing process. This is also the case for wooden panel manufacturing where elements are the basic input. It is possible to reduce the loss of the manufacturer by using a method that minimizes the human error in the inspection of the elements.  In this study, we, first, identified the quality control problems of the wooden panel manufacturers and basic steps in the automated element quality control. We then developed a prototype for the detection of knots, the most common defects in wooden panels.  This prototype, with 80.0% true positive (with knot defect) and 82.0% true negative (without knot defect) rates, performs close to accuracy rates of a quality control inspector. The element image library created during the development of the system made publicly available for use in similar studies. This prototype is expected to be developed to detect other wood defects and to be applied in the wooden panel manufacturing.

Anahtar Kelimeler

Kaynakça

  1. Masif Panel Nedir. Available: http://www.bilenor.com.tr/default.aspx?pid=62953&nid=60387
  2. Dilek, T., Erdinler, E.S. and Öztürk, E., “Masif panel ve sektörel gelişiminin incelenmesi”. İkinci Ulusal Mobilya Kongresi, Denizli, Türkiye, 11-13 Nisan 2013
  3. Ade, F., Lins, N. and Unser, M., “Comparison of various filter sets for defect detection in textiles”. Seventh International Conference on Pattern Recognition, Montreal, Canada, July 30 - August 2 1984.
  4. Baykut, A., Atalay, A., Ercil, A. and Guler, M., “Real-time defect inspection of textured surfaces”. Real-Time Imaging, 6(1), 17–27, 2000.
  5. Conci, A. and Proenca, C.B., “A system for real-time fabric inspection and industrial decision”. Fourteenth International Conference on Software Engineering and Knowledge Engineering, Ischia, Italy, 15-19 July 2002.
  6. Kumar, A., “Neural network based detection of local textile defects”. Pattern Recognition, 36(7), 1645-1659, 2003.
  7. Costa, C.E. and Petrou, M., “Automatic registration of ceramic tiles for the purpose of fault detection”. Machine Vision and Applications, 11(5), 225–230, 2000.
  8. Shire, A.N., Khanapurkar, M.M. and Mundewadikar, R.S., “Plain ceramic tiles surface defect detection using image processing”. Fourth International Conference on Emerging Trends in Engineering and Technology, Port Louis, Mauritius, 18-20 November 2011.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Mühendislik

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

30 Haziran 2019

Gönderilme Tarihi

22 Ekim 2018

Kabul Tarihi

24 Ocak 2019

Yayımlandığı Sayı

Yıl 2019 Cilt: 5 Sayı: 1

Kaynak Göster

APA
Kılıç, Ö., Susuz, D. M., & Süzek, B. (2019). A QUALITY CONTROL SYSTEM PROTOTYPE FOR DETECTING KNOT DEFECTS IN THE WOODEN PANEL MANUFACTURING. Mugla Journal of Science and Technology, 5(1), 24-33. https://doi.org/10.22531/muglajsci.473338
AMA
1.Kılıç Ö, Susuz DM, Süzek B. A QUALITY CONTROL SYSTEM PROTOTYPE FOR DETECTING KNOT DEFECTS IN THE WOODEN PANEL MANUFACTURING. MJST. 2019;5(1):24-33. doi:10.22531/muglajsci.473338
Chicago
Kılıç, Özgür, Delikanlı Mertcan Susuz, ve Barış Süzek. 2019. “A QUALITY CONTROL SYSTEM PROTOTYPE FOR DETECTING KNOT DEFECTS IN THE WOODEN PANEL MANUFACTURING”. Mugla Journal of Science and Technology 5 (1): 24-33. https://doi.org/10.22531/muglajsci.473338.
EndNote
Kılıç Ö, Susuz DM, Süzek B (01 Haziran 2019) A QUALITY CONTROL SYSTEM PROTOTYPE FOR DETECTING KNOT DEFECTS IN THE WOODEN PANEL MANUFACTURING. Mugla Journal of Science and Technology 5 1 24–33.
IEEE
[1]Ö. Kılıç, D. M. Susuz, ve B. Süzek, “A QUALITY CONTROL SYSTEM PROTOTYPE FOR DETECTING KNOT DEFECTS IN THE WOODEN PANEL MANUFACTURING”, MJST, c. 5, sy 1, ss. 24–33, Haz. 2019, doi: 10.22531/muglajsci.473338.
ISNAD
Kılıç, Özgür - Susuz, Delikanlı Mertcan - Süzek, Barış. “A QUALITY CONTROL SYSTEM PROTOTYPE FOR DETECTING KNOT DEFECTS IN THE WOODEN PANEL MANUFACTURING”. Mugla Journal of Science and Technology 5/1 (01 Haziran 2019): 24-33. https://doi.org/10.22531/muglajsci.473338.
JAMA
1.Kılıç Ö, Susuz DM, Süzek B. A QUALITY CONTROL SYSTEM PROTOTYPE FOR DETECTING KNOT DEFECTS IN THE WOODEN PANEL MANUFACTURING. MJST. 2019;5:24–33.
MLA
Kılıç, Özgür, vd. “A QUALITY CONTROL SYSTEM PROTOTYPE FOR DETECTING KNOT DEFECTS IN THE WOODEN PANEL MANUFACTURING”. Mugla Journal of Science and Technology, c. 5, sy 1, Haziran 2019, ss. 24-33, doi:10.22531/muglajsci.473338.
Vancouver
1.Özgür Kılıç, Delikanlı Mertcan Susuz, Barış Süzek. A QUALITY CONTROL SYSTEM PROTOTYPE FOR DETECTING KNOT DEFECTS IN THE WOODEN PANEL MANUFACTURING. MJST. 01 Haziran 2019;5(1):24-33. doi:10.22531/muglajsci.473338

Cited By

8805
Mugla Journal of Science and Technology (MJST) dergisi Creative Commons Atıf-GayriTicari 4.0 Uluslararası Lisansı ile lisanslanmıştır.