{"data":{"id":"10.6084/m9.figshare.1468601.v1","type":"dois","attributes":{"doi":"10.6084/m9.figshare.1468601.v1","prefix":"10.6084","suffix":"m9.figshare.1468601.v1","identifiers":[],"alternateIdentifiers":[],"creators":[{"name":"Peihua Qiu","affiliation":[],"nameIdentifiers":[]},{"name":"Changliang Zou","affiliation":[],"nameIdentifiers":[]},{"name":"Paynabar, Kamran","nameType":"Personal","givenName":"Kamran","familyName":"Paynabar","affiliation":[],"nameIdentifiers":[]}],"titles":[{"title":"A Change Point Approach for Phase-I Analysis in Multivariate Profile Monitoring and Diagnosis"}],"publisher":"Taylor \u0026 Francis","container":{},"publicationYear":2015,"subjects":[{"subject":"Cancer"},{"subject":"Mathematics"},{"subject":"FOS: Mathematics","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"FOS: Mathematics","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Information and Computing Sciences"},{"subject":"Biological Sciences"},{"subject":"Immunology"},{"subject":"FOS: Clinical medicine","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"FOS: Clinical medicine","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Genetics"},{"subject":"FOS: Biological sciences","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"FOS: Biological sciences","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Engineering"}],"contributors":[],"dates":[{"date":"2015-04-29","dateType":"Created"},{"date":"2016-01-20","dateType":"Updated"},{"date":"2015","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceType":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[{"relationType":"IsSupplementTo","relatedIdentifier":"10.1080/00401706.2015.1042168","relatedIdentifierType":"DOI"},{"relationType":"IsIdenticalTo","relatedIdentifier":"10.6084/m9.figshare.1468601","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":["1460071 Bytes"],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Process monitoring and fault diagnosis using profile data remains an important and challenging problem in statistical process control (SPC). Although the analysis of profile data has been extensively studied in the SPC literature, the challenges associated with monitoring and diagnosis of multichannel (multiple) nonlinear profiles are yet to be addressed. Motivated by an application in multi-operation forging processes, we propose a new modeling, monitoring and diagnosis framework for phase-I analysis of multichannel profiles. The proposed framework is developed under the assumption that different profile channels have similar structure so that we can gain strength by borrowing information from all channels. The multi-dimensional functional principal component analysis is incorporated into change-point models to construct monitoring statistics. Simulation results show that the proposed approach has good performance in identifying change-points in various situations compared with some existing methods. The codes for implementing the proposed procedure are available in the supplementary material.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"xml":"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","url":"https://tandf.figshare.com/articles/dataset/A_Change_Point_Approach_for_Phase_I_Analysis_in_Multivariate_Profile_Monitoring_and_Diagnosis/1468601/1","contentUrl":null,"metadataVersion":2,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"viewsOverTime":[],"downloadCount":0,"downloadsOverTime":[],"referenceCount":0,"citationCount":0,"citationsOverTime":[],"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2016-01-20T00:04:22.000Z","registered":"2016-01-20T00:04:23.000Z","published":"2015","updated":"2020-09-04T16:44:37.000Z"},"relationships":{"client":{"data":{"id":"figshare.ars","type":"clients"}},"provider":{"data":{"id":"otjm","type":"providers"}},"media":{"data":{"id":"10.6084/m9.figshare.1468601.v1","type":"media"}},"references":{"data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