{"id":"https://openalex.org/W4411531922","doi":"https://doi.org/10.1007/978-3-031-96235-6_19","title":"Automating Industrial Quality Control: A Multimodal LLM and\u00a0RAG Framework for\u00a0Anomaly Detection","display_name":"Automating Industrial Quality Control: A Multimodal LLM and\u00a0RAG Framework for\u00a0Anomaly Detection","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411531922","doi":"https://doi.org/10.1007/978-3-031-96235-6_19"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-96235-6_19","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-96235-6_19","pdf_url":null,"source":{"id":"https://openalex.org/S4210185096","display_name":"IFIP advances in information and communication technology","issn_l":"1868-422X","issn":["1868-422X","1868-4238"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IFIP Advances in Information and Communication Technology","raw_type":"book-chapter"},"type":"conference-paper","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/A5098978405","display_name":"Filippo Bianchini","orcid":"https://orcid.org/0009-0006-3278-9853"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Filippo Bianchini","raw_affiliation_strings":["Dipartimento di Ingegneria Informatica, Automatica e Gestionale Antonio Ruberti (DIAG), Sapienza Universit\u00e0 di Roma, via Ariosto 25, 00185, Rome, Italy"],"raw_orcid":"https://orcid.org/0009-0006-3278-9853","affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Informatica, Automatica e Gestionale Antonio Ruberti (DIAG), Sapienza Universit\u00e0 di Roma, via Ariosto 25, 00185, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092968740","display_name":"Marco Calamo","orcid":"https://orcid.org/0009-0006-2602-9604"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Calamo","raw_affiliation_strings":["Dipartimento di Ingegneria Informatica, Automatica e Gestionale Antonio Ruberti (DIAG), Sapienza Universit\u00e0 di Roma, via Ariosto 25, 00185, Rome, Italy"],"raw_orcid":"https://orcid.org/0009-0006-2602-9604","affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Informatica, Automatica e Gestionale Antonio Ruberti (DIAG), Sapienza Universit\u00e0 di Roma, via Ariosto 25, 00185, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098980574","display_name":"Matteo Marinacci","orcid":"https://orcid.org/0009-0008-9110-0555"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Matteo Marinacci","raw_affiliation_strings":["Dipartimento di Ingegneria Informatica, Automatica e Gestionale Antonio Ruberti (DIAG), Sapienza Universit\u00e0 di Roma, via Ariosto 25, 00185, Rome, Italy"],"raw_orcid":"https://orcid.org/0009-0008-9110-0555","affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Informatica, Automatica e Gestionale Antonio Ruberti (DIAG), Sapienza Universit\u00e0 di Roma, via Ariosto 25, 00185, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077851295","display_name":"Jacopo Rossi","orcid":"https://orcid.org/0009-0005-0100-0605"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Jacopo Rossi","raw_affiliation_strings":["Dipartimento di Ingegneria Informatica, Automatica e Gestionale Antonio Ruberti (DIAG), Sapienza Universit\u00e0 di Roma, via Ariosto 25, 00185, Rome, Italy"],"raw_orcid":"https://orcid.org/0009-0005-0100-0605","affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Informatica, Automatica e Gestionale Antonio Ruberti (DIAG), Sapienza Universit\u00e0 di Roma, via Ariosto 25, 00185, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068425882","display_name":"Massimo Mecella","orcid":"https://orcid.org/0000-0002-9730-8882"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimo Mecella","raw_affiliation_strings":["Dipartimento di Ingegneria Informatica, Automatica e Gestionale Antonio Ruberti (DIAG), Sapienza Universit\u00e0 di Roma, via Ariosto 25, 00185, Rome, Italy"],"raw_orcid":"https://orcid.org/0000-0002-9730-8882","affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Informatica, Automatica e Gestionale Antonio Ruberti (DIAG), Sapienza Universit\u00e0 di Roma, via Ariosto 25, 00185, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5098978405"],"corresponding_institution_ids":["https://openalex.org/I861853513"],"apc_list":null,"apc_paid":null,"fwci":16.9371,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.9924345,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"253","last_page":"266"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.998199999332428,"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":0.998199999332428,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9976000189781189,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9623000025749207,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7155063152313232},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5525323748588562},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.536146879196167},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.5238977670669556},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4538014531135559},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31659990549087524},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07270967960357666}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7155063152313232},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5525323748588562},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.536146879196167},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.5238977670669556},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4538014531135559},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31659990549087524},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07270967960357666},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-96235-6_19","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-96235-6_19","pdf_url":null,"source":{"id":"https://openalex.org/S4210185096","display_name":"IFIP advances in information and communication technology","issn_l":"1868-422X","issn":["1868-422X","1868-4238"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IFIP Advances in Information and Communication Technology","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5299999713897705,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2070665593","https://openalex.org/W2611295311","https://openalex.org/W2807840563","https://openalex.org/W2885432339","https://openalex.org/W3027879771","https://openalex.org/W3205172848","https://openalex.org/W4206405501","https://openalex.org/W4292289324","https://openalex.org/W4313479509","https://openalex.org/W4313890603","https://openalex.org/W4384662964","https://openalex.org/W4386566587","https://openalex.org/W4388093160","https://openalex.org/W4388242041","https://openalex.org/W4389109050","https://openalex.org/W4389519254","https://openalex.org/W4394000205","https://openalex.org/W4399269329","https://openalex.org/W4400093331","https://openalex.org/W4401184025","https://openalex.org/W4402684111","https://openalex.org/W4403278897","https://openalex.org/W4403520051","https://openalex.org/W4404239715","https://openalex.org/W4404356490","https://openalex.org/W4405317693","https://openalex.org/W4405601028","https://openalex.org/W4406138658","https://openalex.org/W4407945994","https://openalex.org/W6851775633"],"related_works":["https://openalex.org/W2806741695","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160","https://openalex.org/W3210364259","https://openalex.org/W4300558037","https://openalex.org/W2667207928","https://openalex.org/W2912112202","https://openalex.org/W4377864969","https://openalex.org/W3120251014"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}