{"id":"https://openalex.org/W4387583644","doi":"https://doi.org/10.1109/etfa54631.2023.10275461","title":"Knowledge-Augmented Anomaly Detection in Small Lot Production for Semantic Temporal Process Data","display_name":"Knowledge-Augmented Anomaly Detection in Small Lot Production for Semantic Temporal Process Data","publication_year":2023,"publication_date":"2023-09-12","ids":{"openalex":"https://openalex.org/W4387583644","doi":"https://doi.org/10.1109/etfa54631.2023.10275461"},"language":"en","primary_location":{"id":"doi:10.1109/etfa54631.2023.10275461","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/etfa54631.2023.10275461","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 28th International Conference on Emerging Technologies and Factory Automation (ETFA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://mediatum.ub.tum.de/1720421","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100959953","display_name":"Jianjie Lin","orcid":"https://orcid.org/0000-0002-8259-6957"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Jianjie Lin","raw_affiliation_strings":["Technische Universit&#x00E4;t M&#x00FC;nchen,Robotics, Artificial Intelligence and Real-Time Systems, School of Computation, Information and Technology,Munich,Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit&#x00E4;t M&#x00FC;nchen,Robotics, Artificial Intelligence and Real-Time Systems, School of Computation, Information and Technology,Munich,Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003833130","display_name":"Markus Rickert","orcid":"https://orcid.org/0000-0001-6264-0888"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Markus Rickert","raw_affiliation_strings":["Technische Universit&#x00E4;t M&#x00FC;nchen,Robotics, Artificial Intelligence and Real-Time Systems, School of Computation, Information and Technology,Munich,Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit&#x00E4;t M&#x00FC;nchen,Robotics, Artificial Intelligence and Real-Time Systems, School of Computation, Information and Technology,Munich,Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001395798","display_name":"Long Wen","orcid":"https://orcid.org/0000-0002-8355-9947"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Long Wen","raw_affiliation_strings":["Technische Universit&#x00E4;t M&#x00FC;nchen,Robotics, Artificial Intelligence and Real-Time Systems, School of Computation, Information and Technology,Munich,Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit&#x00E4;t M&#x00FC;nchen,Robotics, Artificial Intelligence and Real-Time Systems, School of Computation, Information and Technology,Munich,Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044952814","display_name":"Fengjunjie Pan","orcid":"https://orcid.org/0009-0005-8303-1156"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fengjunjie Pan","raw_affiliation_strings":["Technische Universit&#x00E4;t M&#x00FC;nchen,Robotics, Artificial Intelligence and Real-Time Systems, School of Computation, Information and Technology,Munich,Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit&#x00E4;t M&#x00FC;nchen,Robotics, Artificial Intelligence and Real-Time Systems, School of Computation, Information and Technology,Munich,Germany","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063781430","display_name":"Alois Knoll","orcid":"https://orcid.org/0000-0003-4840-076X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alois Knoll","raw_affiliation_strings":["Technische Universit&#x00E4;t M&#x00FC;nchen,Robotics, Artificial Intelligence and Real-Time Systems, School of Computation, Information and Technology,Munich,Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit&#x00E4;t M&#x00FC;nchen,Robotics, Artificial Intelligence and Real-Time Systems, School of Computation, Information and Technology,Munich,Germany","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100959953"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13005034,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.968500018119812,"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":0.7544078826904297},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6697855591773987},{"id":"https://openalex.org/keywords/workcell","display_name":"Workcell","score":0.5764374136924744},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.5676175951957703},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4936550557613373},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.48774462938308716},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48029395937919617},{"id":"https://openalex.org/keywords/sliding-window-protocol","display_name":"Sliding window protocol","score":0.4418322443962097},{"id":"https://openalex.org/keywords/robot","display_name":"Robot","score":0.436586856842041},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3668637275695801},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1517171561717987}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7544078826904297},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6697855591773987},{"id":"https://openalex.org/C2781411174","wikidata":"https://www.wikidata.org/wiki/Q8034662","display_name":"Workcell","level":3,"score":0.5764374136924744},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5676175951957703},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4936550557613373},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.48774462938308716},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48029395937919617},{"id":"https://openalex.org/C102392041","wikidata":"https://www.wikidata.org/wiki/Q592860","display_name":"Sliding window protocol","level":3,"score":0.4418322443962097},{"id":"https://openalex.org/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.436586856842041},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3668637275695801},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1517171561717987},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C2778751112","wikidata":"https://www.wikidata.org/wiki/Q835016","display_name":"Window (computing)","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/etfa54631.2023.10275461","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/etfa54631.2023.10275461","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 28th International Conference on Emerging Technologies and Factory Automation (ETFA)","raw_type":"proceedings-article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1720421","is_oa":true,"landing_page_url":"https://mediatum.ub.tum.de/1720421","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"ConferencePaper"}],"best_oa_location":{"id":"pmh:oai:mediatum.ub.tum.de:node/1720421","is_oa":true,"landing_page_url":"https://mediatum.ub.tum.de/1720421","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"ConferencePaper"},"sustainable_development_goals":[{"score":0.5799999833106995,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1483365869","https://openalex.org/W2198516116","https://openalex.org/W2216968212","https://openalex.org/W2346064840","https://openalex.org/W2411741275","https://openalex.org/W2519091744","https://openalex.org/W2562809435","https://openalex.org/W2786827964","https://openalex.org/W2797405679","https://openalex.org/W2833324965","https://openalex.org/W2891273344","https://openalex.org/W2906917464","https://openalex.org/W2954278343","https://openalex.org/W2963045681","https://openalex.org/W2963248736","https://openalex.org/W2980446850","https://openalex.org/W3004207920","https://openalex.org/W3091785642","https://openalex.org/W3106543020","https://openalex.org/W4297814361","https://openalex.org/W4385245566","https://openalex.org/W6739901393","https://openalex.org/W6751917112"],"related_works":["https://openalex.org/W2583142479","https://openalex.org/W2134619753","https://openalex.org/W2729892985","https://openalex.org/W3172392147","https://openalex.org/W1562579674","https://openalex.org/W185982749","https://openalex.org/W1954027455","https://openalex.org/W2014409160","https://openalex.org/W2097284160","https://openalex.org/W205872183"],"abstract_inverted_index":{"To":[0,82],"mitigate":[1],"unforeseen":[2],"operational":[3],"interruptions":[4],"caused":[5],"by":[6],"potential":[7],"malfunctions":[8],"in":[9,13,33],"robotic":[10],"systems":[11],"employed":[12],"industrial":[14],"automation,":[15],"we":[16,87,128,145],"propose":[17],"an":[18,51,141],"innovative":[19],"strategy":[20],"for":[21,30,93],"anomaly":[22,79],"detection":[23,80],"that":[24,147],"incorporates":[25],"a":[26,37,45,89],"Transformer-based":[27],"reconstruction":[28],"network":[29],"identifying":[31],"irregularities":[32],"skill-oriented":[34],"manufacturing.":[35],"Leveraging":[36],"semantic":[38,46,108],"representation":[39],"of":[40,77,102],"processes,":[41],"products,":[42],"and":[43,55,67,96,125],"resources,":[44],"manufacturing":[47,135],"execution":[48],"system":[49],"synthesizes":[50],"appropriate":[52],"robot":[53,143],"program":[54],"carries":[56],"out":[57],"the":[58,74,78,99,103,111,117,120,126,134],"process.":[59,136],"Our":[60],"technique":[61,92],"utilizes":[62],"these":[63],"descriptions":[64],"to":[65,105,133],"partition":[66],"automatically":[68],"assign":[69],"pertinent":[70],"process":[71],"data,":[72],"facilitating":[73],"automated":[75],"configuration":[76],"pipeline.":[81],"overcome":[83],"limited":[84],"data":[85,94,124],"availability,":[86],"employ":[88],"sliding":[90],"window":[91],"augmentation":[95],"capitalize":[97],"on":[98,140],"attention":[100],"mechanism":[101],"Transformer":[104],"effectively":[106],"extract":[107],"interdependencies":[109],"from":[110],"time":[112,122],"series":[113,123],"data.":[114],"By":[115],"examining":[116],"discrepancies":[118],"between":[119],"reconstructed":[121],"original,":[127],"can":[129],"detect":[130],"anomalies":[131],"related":[132],"Through":[137],"experiments":[138],"conducted":[139],"actual":[142],"workcell,":[144],"demonstrate":[146],"our":[148],"approach":[149],"surpasses":[150],"alternative":[151],"competitive":[152],"concepts.":[153]},"counts_by_year":[],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}
