{"id":"https://openalex.org/W2470537065","doi":"https://doi.org/10.1109/jproc.2016.2573596","title":"Some Recent Developments in SHM Based on Nonstationary Time Series Analysis","display_name":"Some Recent Developments in SHM Based on Nonstationary Time Series Analysis","publication_year":2016,"publication_date":"2016-07-07","ids":{"openalex":"https://openalex.org/W2470537065","doi":"https://doi.org/10.1109/jproc.2016.2573596","mag":"2470537065"},"language":"en","primary_location":{"id":"doi:10.1109/jproc.2016.2573596","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jproc.2016.2573596","pdf_url":null,"source":{"id":"https://openalex.org/S68686220","display_name":"Proceedings of the IEEE","issn_l":"0018-9219","issn":["0018-9219","1558-2256"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the IEEE","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017996489","display_name":"Keith Worden","orcid":"https://orcid.org/0000-0002-1035-238X"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Keith Worden","raw_affiliation_strings":["Department of Mechanical Engineering, University of Sheffield, Sheffield, U.K"],"raw_orcid":"https://orcid.org/0000-0002-1035-238X","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, University of Sheffield, Sheffield, U.K","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039951670","display_name":"Tara Baldacchino","orcid":"https://orcid.org/0000-0002-9929-4007"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tara Baldacchino","raw_affiliation_strings":["Department of Mechanical Engineering, University of Sheffield, Sheffield, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, University of Sheffield, Sheffield, U.K","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110134696","display_name":"Jennifer Rowson","orcid":null},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jennifer Rowson","raw_affiliation_strings":["Department of Mechanical Engineering, University of Sheffield, Sheffield, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, University of Sheffield, Sheffield, U.K","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006988694","display_name":"Elizabeth J. Cross","orcid":"https://orcid.org/0000-0001-5204-1910"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Elizabeth J. Cross","raw_affiliation_strings":["Department of Mechanical Engineering, University of Sheffield, Sheffield, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, University of Sheffield, Sheffield, U.K","institution_ids":["https://openalex.org/I91136226"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5017996489"],"corresponding_institution_ids":["https://openalex.org/I91136226"],"apc_list":null,"apc_paid":null,"fwci":2.6988,"has_fulltext":false,"cited_by_count":40,"citation_normalized_percentile":{"value":0.90425616,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"104","issue":"8","first_page":"1589","last_page":"1603"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6536845564842224},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.6326667666435242},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.5480820536613464},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5399280786514282},{"id":"https://openalex.org/keywords/structural-health-monitoring","display_name":"Structural health monitoring","score":0.5341058969497681},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5293177962303162},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5007963180541992},{"id":"https://openalex.org/keywords/cointegration","display_name":"Cointegration","score":0.4582355320453644},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.4383235573768616},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4097209870815277},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3486124277114868},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.24910959601402283},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20901021361351013},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17919057607650757},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15128010511398315}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6536845564842224},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.6326667666435242},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5480820536613464},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5399280786514282},{"id":"https://openalex.org/C2776247918","wikidata":"https://www.wikidata.org/wiki/Q1423713","display_name":"Structural health monitoring","level":2,"score":0.5341058969497681},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5293177962303162},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5007963180541992},{"id":"https://openalex.org/C145162277","wikidata":"https://www.wikidata.org/wiki/Q1751675","display_name":"Cointegration","level":2,"score":0.4582355320453644},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4383235573768616},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4097209870815277},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3486124277114868},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24910959601402283},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20901021361351013},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17919057607650757},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15128010511398315},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jproc.2016.2573596","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jproc.2016.2573596","pdf_url":null,"source":{"id":"https://openalex.org/S68686220","display_name":"Proceedings of the IEEE","issn_l":"0018-9219","issn":["0018-9219","1558-2256"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the IEEE","raw_type":"journal-article"},{"id":"pmh:oai:eprints.whiterose.ac.uk:119290","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400854","display_name":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2800616092","host_organization_name":"White Rose University Consortium","host_organization_lineage":["https://openalex.org/I2800616092"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6276176553","display_name":null,"funder_award_id":"EP/J016942/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W993712435","https://openalex.org/W1190147142","https://openalex.org/W1491541693","https://openalex.org/W1499399937","https://openalex.org/W1570770495","https://openalex.org/W1582368210","https://openalex.org/W1663973292","https://openalex.org/W1964847657","https://openalex.org/W1970655212","https://openalex.org/W1975994995","https://openalex.org/W1997410866","https://openalex.org/W2006430387","https://openalex.org/W2016534479","https://openalex.org/W2016868522","https://openalex.org/W2027566931","https://openalex.org/W2028651974","https://openalex.org/W2036787087","https://openalex.org/W2041915168","https://openalex.org/W2049287603","https://openalex.org/W2072816794","https://openalex.org/W2079528764","https://openalex.org/W2083046493","https://openalex.org/W2095345875","https://openalex.org/W2095364399","https://openalex.org/W2103028374","https://openalex.org/W2109703216","https://openalex.org/W2115627867","https://openalex.org/W2131733003","https://openalex.org/W2132006552","https://openalex.org/W2143082178","https://openalex.org/W2147926935","https://openalex.org/W2150884987","https://openalex.org/W2157202423","https://openalex.org/W2331052961","https://openalex.org/W3015894552","https://openalex.org/W4230206799","https://openalex.org/W4231235675","https://openalex.org/W4235292672","https://openalex.org/W4238066225","https://openalex.org/W6628021851","https://openalex.org/W6633833189","https://openalex.org/W6644390931","https://openalex.org/W6657538305","https://openalex.org/W6676245295"],"related_works":["https://openalex.org/W1686069590","https://openalex.org/W2144626313","https://openalex.org/W3125791460","https://openalex.org/W2012215390","https://openalex.org/W4249876970","https://openalex.org/W2613427390","https://openalex.org/W2053618259","https://openalex.org/W3122156918","https://openalex.org/W3150172392","https://openalex.org/W3142161586"],"abstract_inverted_index":{"Many":[0,35],"of":[1,25,36,53,64,77,98,104,107,111,118,157,167,185,201,204,209,217],"the":[2,29,37,54,62,68,75,85,102,105,116,119,131,172,199,207],"algorithms":[3,38],"used":[4,39],"for":[5,146,179],"structural":[6],"health":[7],"monitoring":[8],"(SHM)":[9],"are":[10,23,94,187,238],"based":[11],"on,":[12],"or":[13,48,109,133],"motivated":[14],"by,":[15],"time":[16,78,143,192],"series":[17,79,144,193],"analysis.":[18],"Quite":[19],"often,":[20],"detection":[21,221],"methods":[22,145],"variants":[24],"approaches":[26,82],"developed":[27],"within":[28,162],"statistical":[30],"process":[31],"control":[32],"(SPC)":[33],"community.":[34],"represent":[40],"mature":[41],"theory":[42],"and":[43,155,206,236],"have":[44],"a":[45],"rigorous":[46],"probabilistic":[47],"mathematical":[49],"basis.":[50],"However,":[51],"one":[52],"main":[55],"issues":[56,233],"facing":[57],"SHM":[58,92,147],"practitioners":[59],"is":[60,160,177,195,212],"that":[61,158],"structures":[63,205],"interest":[65],"rarely":[66],"respect":[67],"assumptions":[69],"inherent":[70],"in":[71,101,115,134,141,152,165,191,215,223],"deriving":[72],"algorithms.":[73],"In":[74],"case":[76],"data,":[80],"SPC-based":[81],"usually":[83],"require":[84],"data":[86,93,132],"to":[87,198],"be":[88],"stationary":[89],"and,":[90],"unfortunately,":[91],"often":[95],"nonstationary":[96,142],"because":[97,110],"benign":[99],"variations":[100],"environment":[103],"structure":[106],"interest,":[108],"deliberate":[112],"operational":[113],"changes":[114],"use":[117],"structure.":[120],"This":[121],"nonstationarity":[122,154],"can":[123],"manifest":[124],"itself":[125],"as":[126],"slowly":[127,169],"varying":[128,170],"trends":[129],"on":[130,220],"abrupt":[135,181],"switches":[136],"between":[137],"regimes.":[138],"Recent":[139],"work":[140,159],"has":[148,228],"made":[149,230],"considerable":[150],"progress":[151,227],"accommodating":[153],"some":[156],"discussed":[161,239],"this":[163,210],"paper:":[164],"terms":[166,216],"understanding":[168,180],"trends,":[171],"cointegration":[173],"algorithm":[174],"from":[175],"econometrics":[176],"presented;":[178],"switches,":[182],"Bayesian":[183],"mixtures":[184],"experts":[186],"presented.":[188],"Another":[189],"issue":[190],"analysis":[194],"indirectly":[196],"related":[197],"assumption":[200,211],"linear":[202],"behavior":[203],"impact":[208],"briefly":[213],"considered":[214],"its":[218],"effects":[219],"thresholds":[222],"SPC-like":[224],"methods;":[225],"again,":[226],"been":[229],"recently.":[231],"Some":[232],"still":[234],"remain,":[235],"these":[237],"also.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
