{"id":"https://openalex.org/W4408861358","doi":"https://doi.org/10.1109/icce63647.2025.10930047","title":"Binary Neural Networks for Real-Time Structural Health Monitoring on Edge Devices","display_name":"Binary Neural Networks for Real-Time Structural Health Monitoring on Edge Devices","publication_year":2025,"publication_date":"2025-01-11","ids":{"openalex":"https://openalex.org/W4408861358","doi":"https://doi.org/10.1109/icce63647.2025.10930047"},"language":"en","primary_location":{"id":"doi:10.1109/icce63647.2025.10930047","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce63647.2025.10930047","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/11567/1274020","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037420340","display_name":"Ali Dabbous","orcid":"https://orcid.org/0009-0004-8978-4979"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ali Dabbous","raw_affiliation_strings":["University of Genoa,Department of Electrical, Electronics and Telecommunication Engineering and Naval Architecture (DITEN),Genoa,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Genoa,Department of Electrical, Electronics and Telecommunication Engineering and Naval Architecture (DITEN),Genoa,Italy","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034705217","display_name":"Luca Lazzaroni","orcid":"https://orcid.org/0000-0001-8092-5473"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Lazzaroni","raw_affiliation_strings":["University of Genoa,Department of Electrical, Electronics and Telecommunication Engineering and Naval Architecture (DITEN),Genoa,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Genoa,Department of Electrical, Electronics and Telecommunication Engineering and Naval Architecture (DITEN),Genoa,Italy","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029949770","display_name":"Fouad Sakr","orcid":"https://orcid.org/0000-0002-6905-5814"},"institutions":[{"id":"https://openalex.org/I4210130520","display_name":"Aptiv (Germany)","ror":"https://ror.org/039sb8791","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210107152","https://openalex.org/I4210130520"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fouad Sakr","raw_affiliation_strings":["Interior Sensing and Cockpit Aptiv,Wuppertal,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interior Sensing and Cockpit Aptiv,Wuppertal,Germany","institution_ids":["https://openalex.org/I4210130520"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056890512","display_name":"Riccardo Berta","orcid":"https://orcid.org/0000-0003-1937-3969"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Riccardo Berta","raw_affiliation_strings":["University of Genoa,Department of Electrical, Electronics and Telecommunication Engineering and Naval Architecture (DITEN),Genoa,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Genoa,Department of Electrical, Electronics and Telecommunication Engineering and Naval Architecture (DITEN),Genoa,Italy","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011407422","display_name":"Matteo Fresta","orcid":"https://orcid.org/0009-0000-7265-7501"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Matteo Fresta","raw_affiliation_strings":["University of Genoa,Department of Electrical, Electronics and Telecommunication Engineering and Naval Architecture (DITEN),Genoa,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Genoa,Department of Electrical, Electronics and Telecommunication Engineering and Naval Architecture (DITEN),Genoa,Italy","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082344846","display_name":"Francesco Bellotti","orcid":"https://orcid.org/0000-0003-4109-4675"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Bellotti","raw_affiliation_strings":["University of Genoa,Department of Electrical, Electronics and Telecommunication Engineering and Naval Architecture (DITEN),Genoa,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Genoa,Department of Electrical, Electronics and Telecommunication Engineering and Naval Architecture (DITEN),Genoa,Italy","institution_ids":["https://openalex.org/I83816512"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12564","display_name":"Sensor Technology and Measurement Systems","score":0.9699000120162964,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12564","display_name":"Sensor Technology and Measurement Systems","score":0.9699000120162964,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9690999984741211,"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/T13928","display_name":"Advanced Sensor Technologies Research","score":0.942799985408783,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.6414076685905457},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6366600394248962},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6252620220184326},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.48240959644317627},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3358963131904602},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.33050623536109924},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06548899412155151}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6414076685905457},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6366600394248962},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6252620220184326},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.48240959644317627},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3358963131904602},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.33050623536109924},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06548899412155151},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icce63647.2025.10930047","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce63647.2025.10930047","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"},{"id":"pmh:oai:unige.iris.cineca.it:11567/1274020","is_oa":true,"landing_page_url":"https://hdl.handle.net/11567/1274020","pdf_url":null,"source":{"id":"https://openalex.org/S4377196291","display_name":"CINECA IRIS Institutial Research Information System (University of Genoa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I83816512","host_organization_name":"University of Genoa","host_organization_lineage":["https://openalex.org/I83816512"],"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":null,"raw_type":"info:eu-repo/semantics/bookPart"}],"best_oa_location":{"id":"pmh:oai:unige.iris.cineca.it:11567/1274020","is_oa":true,"landing_page_url":"https://hdl.handle.net/11567/1274020","pdf_url":null,"source":{"id":"https://openalex.org/S4377196291","display_name":"CINECA IRIS Institutial Research Information System (University of Genoa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I83816512","host_organization_name":"University of Genoa","host_organization_lineage":["https://openalex.org/I83816512"],"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":null,"raw_type":"info:eu-repo/semantics/bookPart"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1996320907","https://openalex.org/W2003764426","https://openalex.org/W2027456229","https://openalex.org/W2108598243","https://openalex.org/W2194775991","https://openalex.org/W2914496424","https://openalex.org/W2959140451","https://openalex.org/W3008515144","https://openalex.org/W3024007870","https://openalex.org/W3112621486","https://openalex.org/W3174414011","https://openalex.org/W4210849193","https://openalex.org/W4312255743","https://openalex.org/W4383226969","https://openalex.org/W4385453482","https://openalex.org/W4386607611","https://openalex.org/W4390300285","https://openalex.org/W4393352961","https://openalex.org/W4395082209","https://openalex.org/W4400835337","https://openalex.org/W4401041675","https://openalex.org/W6639703010"],"related_works":["https://openalex.org/W2391251536","https://openalex.org/W2362198218","https://openalex.org/W2019521278","https://openalex.org/W1984922432","https://openalex.org/W2375008505","https://openalex.org/W1982750869","https://openalex.org/W2085756966","https://openalex.org/W2350679292","https://openalex.org/W2086348228","https://openalex.org/W4390653028"],"abstract_inverted_index":{"Structural":[0],"Health":[1],"Monitoring":[2],"(SHM)":[3],"is":[4],"critical":[5],"to":[6,31,69],"ensuring":[7],"the":[8,62,70,97],"safety":[9],"of":[10,64],"civil":[11],"structures.":[12],"SHM":[13,40,71],"has":[14],"been":[15],"mostly":[16],"addressed":[17],"through":[18],"cloud/workstation":[19],"solutions,":[20],"but":[21],"new":[22],"approaches":[23],"are":[24],"also":[25],"considering":[26],"edge":[27,55,94],"devices,":[28],"whose":[29],"proximity":[30],"data":[32,44],"sources":[33],"allows":[34],"minimizing":[35],"latency":[36,126],"and":[37,46,76],"bandwidth.":[38],"Typical":[39],"methods":[41],"demand":[42],"extensive":[43],"processing":[45],"high":[47],"computational":[48,78],"resources,":[49],"that":[50,104],"cannot":[51],"be":[52],"sustained":[53],"by":[54,114,119],"devices.":[56],"In":[57],"this":[58],"paper,":[59],"we":[60],"investigate":[61],"application":[63],"binary":[65],"neural":[66],"networks":[67],"(BNNs)":[68],"problem,":[72],"exploiting":[73],"their":[74],"efficiency":[75],"reduced":[77],"cost,":[79],"without":[80],"too":[81],"much":[82],"degrading":[83],"classification":[84],"performance,":[85],"which":[86],"makes":[87],"them":[88],"a":[89,120,124,132],"very":[90],"promising":[91],"solution":[92],"for":[93],"computing.":[95],"Using":[96],"Z24":[98],"Bridge":[99],"dataset,":[100],"our":[101],"results":[102],"show":[103],"BNNs":[105],"can":[106],"achieve":[107],"state-of-the-art":[108],"accuracy":[109],"while":[110],"reducing":[111],"model":[112],"size":[113],"approximately":[115],"90\u00d7,":[116],"energy":[117],"consumption":[118],"factor":[121],"14,":[122],"with":[123],"12\u00d7":[125],"cut,":[127],"allowing":[128],"real-time":[129],"operation":[130],"on":[131],"Raspberry":[133],"Pi":[134],"4":[135],"device.":[136]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}