{"id":"https://openalex.org/W7225811667","doi":"https://doi.org/10.1088/1361-6501/aec0b8","title":"A few-shot class-incremental fault diagnosis model for non-analytical indicator diagrams based on serialization and contrastive learning","display_name":"A few-shot class-incremental fault diagnosis model for non-analytical indicator diagrams based on serialization and contrastive learning","publication_year":2026,"publication_date":"2026-11-11","ids":{"openalex":"https://openalex.org/W7225811667","doi":"https://doi.org/10.1088/1361-6501/aec0b8"},"language":"en","primary_location":{"id":"doi:10.1088/1361-6501/aec0b8","doi":"https://doi.org/10.1088/1361-6501/aec0b8","is_oa":false,"landing_page_url":"https://doi.org/10.1088/1361-6501/aec0b8","pdf_url":null,"source":{"id":"https://openalex.org/S109302362","display_name":"Measurement Science and Technology","issn_l":"0957-0233","issn":["0957-0233","1361-6501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-2","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Measurement Science and Technology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5161495015","display_name":"tianyu su","orcid":"https://orcid.org/0009-0008-8305-1597","observed_orcids":["https://orcid.org/0009-0008-8305-1597"]},"institutions":[{"id":"https://openalex.org/I2799293361","display_name":"Baoji University of Arts and Sciences","ror":"https://ror.org/05nx0xs09","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799293361"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"tianyu su","raw_affiliation_strings":["Baoji University of Arts and Sciences"],"raw_orcid":"https://orcid.org/0009-0008-8305-1597","affiliations":[{"raw_affiliation_string":"Baoji University of Arts and Sciences","institution_ids":["https://openalex.org/I2799293361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161441430","display_name":"Feng Zhang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]},{"id":"https://openalex.org/I2799293361","display_name":"Baoji University of Arts and Sciences","ror":"https://ror.org/05nx0xs09","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799293361"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Zhang","raw_affiliation_strings":["Baoji University of Arts and Sciences","Northwestern Polytechnical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Baoji University of Arts and Sciences","institution_ids":["https://openalex.org/I2799293361"]},{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010505991","display_name":"Haomiao Ma","orcid":"https://orcid.org/0000-0002-9559-2998","observed_orcids":["https://orcid.org/0000-0002-9559-2998"]},"institutions":[{"id":"https://openalex.org/I88830068","display_name":"Shaanxi Normal University","ror":"https://ror.org/0170z8493","country_code":"CN","type":"education","lineage":["https://openalex.org/I88830068"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"haomiao ma","raw_affiliation_strings":["Shaanxi Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shaanxi Normal University","institution_ids":["https://openalex.org/I88830068"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045829876","display_name":"Feige Zhang","orcid":"https://orcid.org/0009-0002-4289-2601","observed_orcids":["https://orcid.org/0009-0002-4289-2601"]},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]},{"id":"https://openalex.org/I2799293361","display_name":"Baoji University of Arts and Sciences","ror":"https://ror.org/05nx0xs09","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799293361"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feige Zhang","raw_affiliation_strings":["Baoji University of Arts and Sciences","Northwestern Polytechnical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Baoji University of Arts and Sciences","institution_ids":["https://openalex.org/I2799293361"]},{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126415046","display_name":"Youyou Chen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2799293361","display_name":"Baoji University of Arts and Sciences","ror":"https://ror.org/05nx0xs09","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799293361"]},{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youyou Chen","raw_affiliation_strings":["Baoji University of Arts and Sciences","Beijing University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Baoji University of Arts and Sciences","institution_ids":["https://openalex.org/I2799293361"]},{"raw_affiliation_string":"Beijing University of Technology","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072078043","display_name":"Wanjiao Zhang","orcid":"https://orcid.org/0000-0002-6605-5288","observed_orcids":["https://orcid.org/0000-0002-6605-5288"]},"institutions":[{"id":"https://openalex.org/I2799293361","display_name":"Baoji University of Arts and Sciences","ror":"https://ror.org/05nx0xs09","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799293361"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"wenjuan zhang","raw_affiliation_strings":["Baoji University of Arts and Sciences"],"raw_orcid":"https://orcid.org/0000-0002-6605-5288","affiliations":[{"raw_affiliation_string":"Baoji University of Arts and Sciences","institution_ids":["https://openalex.org/I2799293361"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5132553926","display_name":"Yingchun Chen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2799293361","display_name":"Baoji University of Arts and Sciences","ror":"https://ror.org/05nx0xs09","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799293361"]},{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingchun Chen","raw_affiliation_strings":["Baoji University of Arts and Sciences","Beijing University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Baoji University of Arts and Sciences","institution_ids":["https://openalex.org/I2799293361"]},{"raw_affiliation_string":"Beijing University of Technology","institution_ids":["https://openalex.org/I37796252"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3325,"currency":"USD","value_usd":3325},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13050","display_name":"Oil and Gas Production Techniques","score":0.9355000257492065,"subfield":{"id":"https://openalex.org/subfields/2103","display_name":"Fuel Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13050","display_name":"Oil and Gas Production Techniques","score":0.9355000257492065,"subfield":{"id":"https://openalex.org/subfields/2103","display_name":"Fuel Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.05689999833703041,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.00139999995008111,"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"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8416000008583069},{"id":"https://openalex.org/C52723943","wikidata":"https://www.wikidata.org/wiki/Q1127410","display_name":"Serialization","level":2,"score":0.7907999753952026},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.566100001335144},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5108000040054321},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48809999227523804},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.37299999594688416},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3463999927043915},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.3303000032901764},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3118000030517578},{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.31040000915527344},{"id":"https://openalex.org/C43711488","wikidata":"https://www.wikidata.org/wiki/Q7534783","display_name":"Skew","level":2,"score":0.304500013589859},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2939000129699707},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.28949999809265137},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.2842999994754791},{"id":"https://openalex.org/C7545210","wikidata":"https://www.wikidata.org/wiki/Q838123","display_name":"Data redundancy","level":2,"score":0.2630999982357025}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1088/1361-6501/aec0b8","doi":"https://doi.org/10.1088/1361-6501/aec0b8","is_oa":false,"landing_page_url":"https://doi.org/10.1088/1361-6501/aec0b8","pdf_url":null,"source":{"id":"https://openalex.org/S109302362","display_name":"Measurement Science and Technology","issn_l":"0957-0233","issn":["0957-0233","1361-6501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-2","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Measurement Science and Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"In":[1],"pumping":[2],"unit":[3],"well":[4],"fault":[5,56,74],"diagnosis,":[6],"non-analytical":[7,78,158],"indicator":[8,79,159],"diagrams":[9,45,80,160],"frequently":[10],"occur":[11],"due":[12],"to":[13,41,147],"the":[14,95,102,156,164,189],"privacy":[15],"of":[16,185,192],"field":[17],"data":[18,99,122],"and":[19,26,52,64,84,112,117,128,135,150,167,175,197],"historical":[20],"accumulation,":[21],"resulting":[22],"in":[23,67],"invalid":[24],"information":[25,50],"pixel":[27],"redundancy":[28],"that":[29,163],"reduce":[30],"diagnostic":[31,62,183],"efficiency.":[32],"To":[33,58],"address":[34],"this,":[35],"a":[36,54,71,132,141],"serialization":[37,83],"method":[38],"is":[39,88,91,107],"proposed":[40,96,165],"convert":[42],"two-dimensional":[43],"redundant":[44],"into":[46],"one-dimensional":[47],"sequences,":[48],"enhancing":[49],"density":[51],"constructing":[53],"serialized":[55,98,121,157],"dataset.":[57],"further":[59],"tackle":[60],"low":[61],"accuracy":[63,184],"catastrophic":[65],"forgetting":[66],"Few-Shot":[68,72],"Class-Incremental":[69,73],"Learning,":[70],"diagnosis":[75],"model":[76],"for":[77,94,194],"based":[81],"on":[82,109,155],"contrastive":[85,104],"learning":[86,105,115],"(CLIFS-Net)":[87],"proposed,":[89],"which":[90],"specifically":[92],"designed":[93],"special":[97],"format.":[100],"First,":[101],"self-supervised":[103],"module":[106],"pretrained":[108],"base":[110],"classes":[111,149],"then":[113],"frozen,":[114],"stable":[116],"transferable":[118],"representations":[119],"from":[120],"by":[123,173],"capturing":[124],"local":[125],"contour":[126],"variations":[127],"global":[129],"morphology.":[130],"Then,":[131],"lightweight":[133],"adapter":[134],"sample":[136],"replay":[137],"strategy,":[138],"combined":[139],"with":[140],"Nearest-Mean-of-Exemplars":[142],"classifier,":[143],"enable":[144],"flexible":[145],"adaptation":[146],"new":[148],"alleviate":[151],"forgetting.":[152],"Experimental":[153],"results":[154],"dataset":[161],"show":[162],"backbone":[166],"classifier":[168],"respectively":[169],"enhance":[170],"baseline":[171],"methods":[172],"2.39%":[174],"4.23%.":[176],"The":[177],"integrated":[178],"CLIFS-Net":[179],"achieves":[180],"an":[181],"average":[182,191],"92.72%,":[186],"higher":[187],"than":[188],"overall":[190],"87.94%":[193],"baseline,":[195],"backbone-modified,":[196],"classifier-modified":[198],"methods.":[199]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-11-12T00:00:00"}
