{"id":"https://openalex.org/W4403800314","doi":"https://doi.org/10.1145/3649329.3655691","title":"VARADE: a Variational-based AutoRegressive model for Anomaly Detection on the Edge","display_name":"VARADE: a Variational-based AutoRegressive model for Anomaly Detection on the Edge","publication_year":2024,"publication_date":"2024-06-23","ids":{"openalex":"https://openalex.org/W4403800314","doi":"https://doi.org/10.1145/3649329.3655691"},"language":"en","primary_location":{"id":"doi:10.1145/3649329.3655691","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3649329.3655691","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 61st ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3649329.3655691","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006895284","display_name":"Alessio Mascolini","orcid":"https://orcid.org/0000-0003-4213-7729"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Alessio Mascolini","raw_affiliation_strings":["Department of Control and Computer Engineering, Politecnico di Torino, Torino, Torino, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Control and Computer Engineering, Politecnico di Torino, Torino, Torino, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034861698","display_name":"Sebastiano Gaiardelli","orcid":"https://orcid.org/0000-0002-9451-1957"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sebastiano Gaiardelli","raw_affiliation_strings":["Department of Engineering for Innovation Medicine, University of Verona, Verona, Verona, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Engineering for Innovation Medicine, University of Verona, Verona, Verona, Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031161800","display_name":"Francesco Ponzio","orcid":"https://orcid.org/0000-0002-8472-8247"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Ponzio","raw_affiliation_strings":["Interuniversity Department of Regional and Urban Studies and Planning, Politecnico di Torino, Torino, Torino, Italy"],"affiliations":[{"raw_affiliation_string":"Interuniversity Department of Regional and Urban Studies and Planning, Politecnico di Torino, Torino, Torino, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036512005","display_name":"Nicola Dall\u2019Ora","orcid":"https://orcid.org/0000-0003-0656-9786"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nicola Dall'Ora","raw_affiliation_strings":["Department of Engineering for Innovation Medicine, University of Verona, Verona, Verona, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Engineering for Innovation Medicine, University of Verona, Verona, Verona, Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005432629","display_name":"Enrico Macii","orcid":"https://orcid.org/0000-0001-9046-5618"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Enrico Macii","raw_affiliation_strings":["Interuniversity Department of Regional and Urban Studies and Planning, Politecnico di Torino, Torino, Torino, Italy"],"affiliations":[{"raw_affiliation_string":"Interuniversity Department of Regional and Urban Studies and Planning, Politecnico di Torino, Torino, Torino, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070652829","display_name":"Sara Vinco","orcid":"https://orcid.org/0000-0001-9666-5194"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sara Vinco","raw_affiliation_strings":["Department of Control and Computer Engineering, Politecnico di Torino, Torino, Torino, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Control and Computer Engineering, Politecnico di Torino, Torino, Torino, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028610334","display_name":"Santa Di Cataldo","orcid":"https://orcid.org/0000-0002-6239-8945"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Santa Di Cataldo","raw_affiliation_strings":["Department of Control and Computer Engineering, Politecnico di Torino, Torino, Torino, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Control and Computer Engineering, Politecnico di Torino, Torino, Torino, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040302302","display_name":"Franco Fummi","orcid":"https://orcid.org/0000-0002-4404-5791"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Franco Fummi","raw_affiliation_strings":["Department of Engineering for Innovation Medicine, University of Verona, Verona, Verona, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Engineering for Innovation Medicine, University of Verona, Verona, Verona, Italy","institution_ids":["https://openalex.org/I119439378"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5006895284"],"corresponding_institution_ids":["https://openalex.org/I177477856"],"apc_list":null,"apc_paid":null,"fwci":0.3407,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67512093,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998999834060669,"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":0.9998999834060669,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9930999875068665,"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/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/computer-science","display_name":"Computer science","score":0.7287805080413818},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7172684073448181},{"id":"https://openalex.org/keywords/autoregressive-model","display_name":"Autoregressive model","score":0.6523110270500183},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6102992296218872},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5467149615287781},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5148417353630066},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4588101804256439},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.45109814405441284},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43843743205070496},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.35822391510009766},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.321402370929718},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0830950140953064},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.07642862200737}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7287805080413818},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7172684073448181},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.6523110270500183},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6102992296218872},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5467149615287781},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5148417353630066},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4588101804256439},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.45109814405441284},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43843743205070496},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.35822391510009766},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.321402370929718},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0830950140953064},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.07642862200737},{"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/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3649329.3655691","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3649329.3655691","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 61st ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2409.14816","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2409.14816","pdf_url":"https://arxiv.org/pdf/2409.14816","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3649329.3655691","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3649329.3655691","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 61st ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.5,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G1145458839","display_name":null,"funder_award_id":"PRIN 2022","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2225156818","https://openalex.org/W2293634267","https://openalex.org/W2337344967","https://openalex.org/W2887933082","https://openalex.org/W2963248736","https://openalex.org/W3004207920","https://openalex.org/W3043320740","https://openalex.org/W3134116407","https://openalex.org/W3184448343","https://openalex.org/W3199485459","https://openalex.org/W4220731687","https://openalex.org/W4223642990","https://openalex.org/W4285257483","https://openalex.org/W4288057688","https://openalex.org/W4289528726","https://openalex.org/W4291002321","https://openalex.org/W4312458945","https://openalex.org/W4312662985","https://openalex.org/W4312878571","https://openalex.org/W4312985749","https://openalex.org/W4378087497","https://openalex.org/W4385163784","https://openalex.org/W4388720995"],"related_works":["https://openalex.org/W2171218219","https://openalex.org/W1972271943","https://openalex.org/W2150410159","https://openalex.org/W4327525404","https://openalex.org/W4287185323","https://openalex.org/W3150905897","https://openalex.org/W1520183331","https://openalex.org/W2734842993","https://openalex.org/W2168175994","https://openalex.org/W2049473509"],"abstract_inverted_index":{"Detecting":[0],"complex":[1],"anomalies":[2],"on":[3,48,58,66,95],"massive":[4],"amounts":[5],"of":[6,71],"data":[7],"is":[8,52],"a":[9,39,43,67,72],"crucial":[10],"task":[11],"in":[12],"Industry":[13],"4.0,":[14],"best":[15,53,84],"addressed":[16],"by":[17],"deep":[18],"learning.":[19],"However,":[20],"available":[21],"solutions":[22],"are":[23],"computationally":[24],"demanding,":[25],"requiring":[26],"cloud":[27],"architectures":[28],"prone":[29],"to":[30],"latency":[31],"and":[32,76,92],"bandwidth":[33],"issues.":[34],"This":[35],"work":[36],"presents":[37],"VARADE,":[38],"novel":[40],"solution":[41],"implementing":[42],"light":[44],"autoregressive":[45],"framework":[46],"based":[47],"variational":[49],"inference,":[50],"which":[51],"suited":[54],"for":[55],"real-time":[56],"execution":[57],"the":[59,83],"edge.":[60],"The":[61],"proposed":[62],"approach":[63],"was":[64],"validated":[65],"robotic":[68],"arm,":[69],"part":[70],"pilot":[73],"production":[74],"line,":[75],"compared":[77],"with":[78],"several":[79],"state-of-the-art":[80],"algorithms,":[81],"obtaining":[82],"trade-off":[85],"between":[86],"anomaly":[87],"detection":[88],"accuracy,":[89],"power":[90],"consumption":[91],"inference":[93],"frequency":[94],"two":[96],"different":[97],"edge":[98],"platforms.":[99]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
