Real-Time Inspection of MDF Fiber Spread Uniformity

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dc.contributor.authorBaykal, Ibrahim Cem
dc.contributor.authorYeltekin, A.T.
dc.contributor.authorBudak, O.
dc.contributor.authorTuran, E.
dc.date.accessioned2025-01-06T17:29:43Z
dc.date.available2025-01-06T17:29:43Z
dc.date.issued2019
dc.description2018 International Conference on Artificial Intelligence and Data Processing, IDAP 2018 -- 28 September 2018 through 30 September 2018 -- Malatya -- 144523
dc.description.abstractWood pieces are turned into very thin fibers for the production of the Medium Density Fiberboard (MDF). These fibers are than spread on a conveyor belt before going into the hot press. These fibers must be distributed uniformly on the conveyor belt in order to produce high quality boards. When the mechanical spreader clogs up, the fiber is spread unevenly, creating trench like vertical craters. This article describes the methods and the algorithms to detect those craters in real-time. The method consists of special lighting to create shadows of those craters and algorithms to detect the shadows and the change in the texture. This article introduces a new method; direct input of Unser's difference histograms to Neural Networks to detect the patterns caused by the uneven spread. The article then shows how existing feature elimination methods can be modified specific to this method to achieve %35 reduction in processing power compared to the conventional methods. © 2018 IEEE.
dc.description.sponsorshipTÜBİTAK, (5150068); Türkiye Bilimsel ve Teknolojik Araştirma Kurumu, TÜBITAK
dc.identifier.doi10.1109/IDAP.2018.8620805
dc.identifier.isbn978-153866878-8
dc.identifier.scopus2-s2.0-85062561983
dc.identifier.urihttps://doi.org/10.1109/IDAP.2018.8620805
dc.identifier.urihttps://hdl.handle.net/20.500.14669/1310
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherInstitute of Electrical and Electronics Engineers Inc.
dc.relation.ispartof2018 International Conference on Artificial Intelligence and Data Processing, IDAP 2018
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_20241211
dc.subjectfuzzy logic
dc.subjectlinear discriminant analysis
dc.subjectMachine vision
dc.subjectneural networks
dc.subjectpattern recognition
dc.titleReal-Time Inspection of MDF Fiber Spread Uniformity
dc.typeConference Object

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