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Monitoring of Caliper Sensor Fouling in a Board Machine Using Self-Organizing Maps

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dc.contributor Aalto-yliopisto fi
dc.contributor Aalto University en
dc.contributor.author Tikkala, Vesa-Matti
dc.contributor.author Jämsä-Jounela, Sirkka-Liisa
dc.date.accessioned 2016-09-09T06:55:31Z
dc.date.issued 2012
dc.identifier.citation Tikkala , V-M & Jämsä-Jounela , S-L 2012 , ' Monitoring of Caliper Sensor Fouling in a Board Machine Using Self-Organizing Maps ' , EXPERT SYSTEMS WITH APPLICATIONS , vol. 39 , no. 12 , pp. 11228-11233 . en
dc.identifier.issn 0957-4174
dc.identifier.issn 1873-6793
dc.identifier.other PURE UUID: 76af7fbf-7002-4764-867d-5eb202f30837
dc.identifier.other PURE ITEMURL: https://research.aalto.fi/en/publications/monitoring-of-caliper-sensor-fouling-in-a-board-machine-using-selforganizing-maps(76af7fbf-7002-4764-867d-5eb202f30837).html
dc.identifier.other PURE LINK: http://dx.doi.org/10.1016/j.eswa.2012.03.049
dc.identifier.other PURE FILEURL: https://research.aalto.fi/files/5547129/Monitoring_of_caliper_sensor_fouling_in_a_board_machine_using_self_organising_maps.pdf
dc.identifier.uri https://aaltodoc.aalto.fi/handle/123456789/21898
dc.description.abstract This paper presentes a process-monitoring scheme utilising adaptive self-organising maps (SOM) to detect process conditions that lead to the fouling of a caliper sensor in a board machine. The scheme is based on mapping on a SOM the process measurements and the calculated variables which provide insight into the chemical phenomena involved in fouling to classify faulty process conditions. The time-variant nature of the board making process was taken into account by regularly re-training the SOM. The monitoring scheme is demonstrated with industrial data, and the results are presented and discussed. en
dc.format.extent 11228-11233
dc.format.mimetype application/pdf
dc.language.iso en en
dc.relation.ispartofseries EXPERT SYSTEMS WITH APPLICATIONS en
dc.relation.ispartofseries Volume 39, issue 12 en
dc.rights openAccess en
dc.subject.other 215 Chemical engineering en
dc.subject.other 220 Industrial biotechnology en
dc.subject.other 216 Materials engineering en
dc.title Monitoring of Caliper Sensor Fouling in a Board Machine Using Self-Organizing Maps en
dc.type A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä fi
dc.description.version Peer reviewed en
dc.contributor.department Department of Biotechnology and Chemical Technology en
dc.contributor.department Department of Chemical and Metallurgical Engineering en
dc.subject.keyword Process monitoring
dc.subject.keyword Self-organising maps
dc.subject.keyword Board machine
dc.subject.keyword Quality control system
dc.subject.keyword Caliper measurement
dc.subject.keyword Fouling
dc.subject.keyword 215 Chemical engineering
dc.subject.keyword 220 Industrial biotechnology
dc.subject.keyword 216 Materials engineering
dc.identifier.urn URN:NBN:fi:aalto-201609093787
dc.type.version acceptedVersion


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