{"id":"https://openalex.org/W4413785641","doi":"https://doi.org/10.1109/jiot.2025.3603739","title":"Deep at the Edge: AI-Driven Signal Compression for Structural Health Monitoring in Symbiotic IoT Systems","display_name":"Deep at the Edge: AI-Driven Signal Compression for Structural Health Monitoring in Symbiotic IoT Systems","publication_year":2025,"publication_date":"2025-08-28","ids":{"openalex":"https://openalex.org/W4413785641","doi":"https://doi.org/10.1109/jiot.2025.3603739"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3603739","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3603739","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},"type":"article","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/A5055392194","display_name":"Igor Bisio","orcid":"https://orcid.org/0000-0003-3198-7306"},"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":true,"raw_author_name":"Igor Bisio","raw_affiliation_strings":["DITEN Department, University of Genoa, Genoa, Italy","DITEN Department, University of Genoa, Italy"],"raw_orcid":"https://orcid.org/0000-0003-3198-7306","affiliations":[{"raw_affiliation_string":"DITEN Department, University of Genoa, Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]},{"raw_affiliation_string":"DITEN Department, University of Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045825361","display_name":"Chiara Garibotto","orcid":"https://orcid.org/0000-0002-6107-2484"},"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":"Chiara Garibotto","raw_affiliation_strings":["DITEN Department and and the RAISE Ecosystem, University of Genoa, Genoa, Italy","DITEN Department, University of Genoa, Italy"],"raw_orcid":"https://orcid.org/0000-0002-6107-2484","affiliations":[{"raw_affiliation_string":"DITEN Department and and the RAISE Ecosystem, University of Genoa, Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]},{"raw_affiliation_string":"DITEN Department, University of Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069126784","display_name":"Fabio Lavagetto","orcid":"https://orcid.org/0000-0003-3692-4021"},"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":"Fabio Lavagetto","raw_affiliation_strings":["DITEN Department and and the RAISE Ecosystem, University of Genoa, Genoa, Italy","DITEN Department, University of Genoa, Italy"],"raw_orcid":"https://orcid.org/0000-0003-3692-4021","affiliations":[{"raw_affiliation_string":"DITEN Department and and the RAISE Ecosystem, University of Genoa, Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]},{"raw_affiliation_string":"DITEN Department, University of Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046303512","display_name":"Andrea Sciarrone","orcid":"https://orcid.org/0000-0001-7023-2710"},"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":"Andrea Sciarrone","raw_affiliation_strings":["DITEN Department and and the RAISE Ecosystem, University of Genoa, Genoa, Italy","DITEN Department, University of Genoa, Italy"],"raw_orcid":"https://orcid.org/0000-0001-7023-2710","affiliations":[{"raw_affiliation_string":"DITEN Department and and the RAISE Ecosystem, University of Genoa, Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]},{"raw_affiliation_string":"DITEN Department, University of Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5093111462","display_name":"Matteo Zerbino","orcid":"https://orcid.org/0009-0007-6115-1696"},"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 Zerbino","raw_affiliation_strings":["DITEN Department, University of Genoa, Genoa, Italy","DITEN Department, University of Genoa, Italy"],"raw_orcid":"https://orcid.org/0009-0007-6115-1696","affiliations":[{"raw_affiliation_string":"DITEN Department, University of Genoa, Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]},{"raw_affiliation_string":"DITEN Department, University of Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5055392194"],"corresponding_institution_ids":["https://openalex.org/I83816512"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11250071,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"20","first_page":"41538","last_page":"41549"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.554099977016449,"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":0.554099977016449,"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":0.7305397987365723},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.603215754032135},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5036353468894958},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4687640368938446},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.460194855928421},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.44082748889923096},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.4118099510669708},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3681507706642151},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.3667905926704407},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2654438614845276}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7305397987365723},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.603215754032135},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5036353468894958},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4687640368938446},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.460194855928421},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.44082748889923096},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.4118099510669708},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3681507706642151},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.3667905926704407},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2654438614845276},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jiot.2025.3603739","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3603739","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},{"id":"pmh:oai:iris.unige.it:11567/1262156","is_oa":false,"landing_page_url":"https://hdl.handle.net/11567/1262156","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W143004564","https://openalex.org/W1131320503","https://openalex.org/W1555738523","https://openalex.org/W1901129140","https://openalex.org/W2086582537","https://openalex.org/W2100495367","https://openalex.org/W2119667497","https://openalex.org/W2154956324","https://openalex.org/W2913932916","https://openalex.org/W2996819250","https://openalex.org/W3009300123","https://openalex.org/W3010393773","https://openalex.org/W3119240787","https://openalex.org/W3212941463","https://openalex.org/W4210968171","https://openalex.org/W4250955649","https://openalex.org/W4283169287","https://openalex.org/W4292969185","https://openalex.org/W4295855485","https://openalex.org/W4380905911","https://openalex.org/W4381302456","https://openalex.org/W4382055021","https://openalex.org/W4385413493","https://openalex.org/W4386825001","https://openalex.org/W4388182543","https://openalex.org/W4388428186","https://openalex.org/W4391589935","https://openalex.org/W4391854798","https://openalex.org/W4391935928","https://openalex.org/W4394805052","https://openalex.org/W4394938891","https://openalex.org/W4399426411","https://openalex.org/W4399666227","https://openalex.org/W4403059089","https://openalex.org/W4403938387"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W4410295802","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W3023564924","https://openalex.org/W2942586735"],"abstract_inverted_index":{"The":[0],"convergence":[1],"of":[2,16,38,100,117,156,165],"Symbiotic":[3],"IoT,":[4],"AI":[5,101],"foundational":[6],"models,":[7],"and":[8,22,32,59,73,82,85,113,125,138,154],"6G":[9],"is":[10],"ushering":[11],"in":[12,25,89,105,123],"a":[13,47],"new":[14],"era":[15],"intelligent":[17],"connectivity,":[18],"where":[19],"networks,":[20],"devices,":[21],"algorithms":[23],"operate":[24],"close":[26],"coordination":[27],"to":[28,50,135],"enable":[29,136],"real-time,":[30],"adaptive,":[31],"efficient":[33,78],"systems.":[34],"In":[35,93],"the":[36,60,98,115,143,152,163],"context":[37],"Structural":[39],"Health":[40],"Monitoring":[41],"(SHM),":[42],"this":[43,94],"integrated":[44],"vision":[45],"provides":[46],"powerful":[48],"framework":[49],"tackle":[51],"challenges":[52],"such":[53],"as":[54],"limited":[55],"resources,":[56],"harsh":[57],"environments,":[58],"need":[61],"for":[62,102,170],"timely,":[63],"high-fidelity":[64],"data.":[65],"By":[66,145],"enabling":[67],"intelligent,":[68],"collaborative":[69],"processing":[70,140],"across":[71,147],"edge":[72],"network":[74],"layers,":[75],"it":[76],"supports":[77],"data":[79,103],"compression,":[80],"transmission,":[81],"decision-making\u2014ensuring":[83],"robust":[84],"adaptive":[86,137],"monitoring":[87],"even":[88],"complex":[90],"structural":[91,132],"settings.":[92],"work,":[95],"we":[96,111,150],"investigate":[97],"use":[99],"compression":[104,168],"an":[106],"IoT-based":[107],"SHM":[108,171],"scenario.":[109],"Specifically,":[110],"evaluate":[112],"compare":[114],"performance":[116],"four":[118],"different":[119],"Convolutional":[120],"Autoencoders":[121],"(CAEs)":[122],"compressing":[124],"reconstructing":[126],"inertial":[127],"signals":[128],"collected":[129],"from":[130],"various":[131],"systems,":[133],"aiming":[134],"context-aware":[139],"directly":[141],"at":[142],"edge.":[144],"testing":[146],"heterogeneous":[148],"sources,":[149],"assess":[151],"generalizability":[153],"robustness":[155],"each":[157],"CAE":[158],"model,":[159],"providing":[160],"insights":[161],"into":[162],"potential":[164],"deep":[166],"learning-based":[167],"techniques":[169],"applications.":[172]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}