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dc.contributor.authorTokatlı, Figen
dc.contributor.authorCinar, Ali
dc.date.accessioned2016-06-01T13:55:23Z
dc.date.available2016-06-01T13:55:23Z
dc.date.issued2004-12
dc.identifier.citationTokatlı, F., and Cinar, A. (2004). Fault detection and diagnosis in a food pasteurization process with Hidden Markov Models. Canadian Journal of Chemical Engineering, 82(6), 1252-1262. doi:10.1002/cjce.5450820612en_US
dc.identifier.issn0008-4034
dc.identifier.urihttp://doi.org/10.1002/cjce.5450820612
dc.identifier.urihttp://hdl.handle.net/11147/4704
dc.description.abstractHidden Markov Models (HMM) are used to detect abnormal operation of dynamic processes and diagnose sensor and actuator faults. The method is illustrated by monitoring the operation of a pasteurization plant and diagnosing causes of abnormal operation. Process data collected under the influence of faults of different magnitude and duration in sensors and actuators are used to illustrate the use of HMM in the detection and diagnosis of process faults. Case studies with experimental data from a high-temperature-short-time pasteurization system showed that HMM can diagnose the faults with certain characteristics such as fault duration and magnitude.en_US
dc.description.sponsorshipUSDA (NRI Grant 97-35503-4887)en_US
dc.language.isoengen_US
dc.publisherWileyen_US
dc.relation.isversionof10.1002/cjce.5450820612en_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectFault diagnosisen_US
dc.subjectFood processingen_US
dc.subjectHidden Markov modelsen_US
dc.subjectPasteurization plantsen_US
dc.titleFault detection and diagnosis in a food pasteurization process with Hidden Markov Modelsen_US
dc.typearticleen_US
dc.contributor.authorIDTR26995en_US
dc.contributor.institutionauthorTokatlı, Figen
dc.relation.journalCanadian Journal of Chemical Engineeringen_US
dc.contributor.departmentIzmir Institute of Technology. Food Engineeringen_US
dc.identifier.volume82en_US
dc.identifier.issue6en_US
dc.identifier.startpage1252en_US
dc.identifier.endpage1262en_US
dc.identifier.wosWOS:000228079300012
dc.identifier.scopusSCOPUS:2-s2.0-20744435757
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US


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