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.accessioned2025-01-06T17:43:31Z
dc.date.available2025-01-06T17:43:31Z
dc.date.issued2018
dc.descriptionInternational Conference on Artificial Intelligence and Data Processing (IDAP) -- SEP 28-30, 2018 -- Inonu Univ, Malatya, TURKEY
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.
dc.description.sponsorshipInonu Univ, Comp Sci Dept,IEEE Turkey Sect,Anatolian Sci
dc.description.sponsorshipScientific and Technological Research Council of Turkey, TUBITAK [5150068]
dc.description.sponsorshipThis work has been financially supported by the Scientific and Technological Research Council of Turkey, TUBITAK, project ID: 5150068.
dc.identifier.isbn978-1-5386-6878-8
dc.identifier.urihttps://hdl.handle.net/20.500.14669/2690
dc.identifier.wosWOS:000458717400083
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.language.isoen
dc.publisherIEEE
dc.relation.ispartof2018 International Conference on Artificial Intelligence and Data Processing (Idap)
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_20241211
dc.subjectMachine vision
dc.subjectpattern recognition
dc.subjectlinear discriminant analysis
dc.subjectfuzzy logic
dc.subjectneural networks
dc.titleReal-Time Inspection of MDF Fiber Spread Uniformity
dc.typeConference Object

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