{"id":"https://openalex.org/W4408791544","doi":"https://doi.org/10.1109/access.2025.3553966","title":"Novel Hybrid UNet++ and LSTM Model for Enhanced Attack Detection and Classification in IoMT Traffic","display_name":"Novel Hybrid UNet++ and LSTM Model for Enhanced Attack Detection and Classification in IoMT Traffic","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408791544","doi":"https://doi.org/10.1109/access.2025.3553966"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3553966","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3553966","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3553966","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006353589","display_name":"Anzhelika Mezina","orcid":"https://orcid.org/0000-0001-8965-6193"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Anzhelika Mezina","raw_affiliation_strings":["Department of Telecommunications, Brno University of Technology, Brno, Czech Republic","Dept. of Telecommunications, Brno University of Technology, Technicka 12, Brno, Czechia"],"raw_orcid":"https://orcid.org/0000-0001-8965-6193","affiliations":[{"raw_affiliation_string":"Department of Telecommunications, Brno University of Technology, Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]},{"raw_affiliation_string":"Dept. of Telecommunications, Brno University of Technology, Technicka 12, Brno, Czechia","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035297149","display_name":"Jari Nurmi","orcid":"https://orcid.org/0000-0003-2169-4606"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jari Nurmi","raw_affiliation_strings":["Tampere Wireless Research Center, Tampere University, Tampere, Finland","Faculty of Information Technology and Communication Sciences, Tampere University, Kalevantie 4, Tampere, Finland"],"raw_orcid":"https://orcid.org/0000-0003-2169-4606","affiliations":[{"raw_affiliation_string":"Tampere Wireless Research Center, Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]},{"raw_affiliation_string":"Faculty of Information Technology and Communication Sciences, Tampere University, Kalevantie 4, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058504920","display_name":"Aleksandr Ometov","orcid":"https://orcid.org/0000-0003-3412-1639"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]},{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ","FI"],"is_corresponding":false,"raw_author_name":"Aleksandr Ometov","raw_affiliation_strings":["Department of Telecommunications, Brno University of Technology, Brno, Czech Republic","Faculty of Information Technology and Communication Sciences, Tampere University, Kalevantie 4, Tampere, Finland"],"raw_orcid":"https://orcid.org/0000-0003-3412-1639","affiliations":[{"raw_affiliation_string":"Department of Telecommunications, Brno University of Technology, Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]},{"raw_affiliation_string":"Faculty of Information Technology and Communication Sciences, Tampere University, Kalevantie 4, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2075,"currency":"USD","value_usd":2075},"apc_paid":{"value":2075,"currency":"USD","value_usd":2075},"fwci":7.7664,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.97421751,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"13","issue":null,"first_page":"57589","last_page":"57603"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9825999736785889,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9825999736785889,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9035999774932861,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7766048908233643},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.48398756980895996},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.45143067836761475},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4087028503417969},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38239187002182007},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34785032272338867},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.20264944434165955}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7766048908233643},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.48398756980895996},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.45143067836761475},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4087028503417969},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38239187002182007},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34785032272338867},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.20264944434165955}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/access.2025.3553966","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3553966","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:dspace.vut.cz:11012/251191","is_oa":true,"landing_page_url":"http://hdl.handle.net/11012/251191","pdf_url":null,"source":{"id":"https://openalex.org/S4306400317","display_name":"Brno University of Technology Digital Library (Brno University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60587646","host_organization_name":"Brno University of Technology","host_organization_lineage":["https://openalex.org/I60587646"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:2d9129c6935c48bf96d3eef71d78f961","is_oa":true,"landing_page_url":"https://doaj.org/article/2d9129c6935c48bf96d3eef71d78f961","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 57589-57603 (2025)","raw_type":"article"},{"id":"pmh:oai:https://dspace.vut.cz:11012/251191","is_oa":true,"landing_page_url":"https://hdl.handle.net/11012/251191","pdf_url":null,"source":{"id":"https://openalex.org/S4306400317","display_name":"Brno University of Technology Digital Library (Brno University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60587646","host_organization_name":"Brno University of Technology","host_organization_lineage":["https://openalex.org/I60587646"],"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":"article"},{"id":"pmh:oai:trepo.tuni.fi:10024/229171","is_oa":true,"landing_page_url":"https://trepo.tuni.fi/handle/10024/229171","pdf_url":null,"source":{"id":"https://openalex.org/S4306401860","display_name":"Tampere University Institutional Repository (Tampere University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I150589677","host_organization_name":"Tampere University of Applied Sciences","host_organization_lineage":["https://openalex.org/I150589677"],"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":"publishedVersion"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3553966","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3553966","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8135506802","display_name":null,"funder_award_id":"OP JAK CZ.02.01.01/00/23_021/0008829","funder_id":"https://openalex.org/F4320321842","funder_display_name":"Ministry of Education, Youth and Science"}],"funders":[{"id":"https://openalex.org/F4320321842","display_name":"Ministry of Education, Youth and Science","ror":"https://ror.org/053pcb396"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"The":[0],"Internet":[1],"of":[2,25,104,127],"Medical":[3],"Things":[4],"(IoMT)":[5],"transforms":[6],"healthcare":[7],"by":[8],"allowing":[9],"real-time":[10],"monitoring,":[11],"diagnosis,":[12],"and":[13,19,30,54,79,109],"treatment":[14],"using":[15],"interconnected":[16],"medical":[17],"devices":[18],"sensors.":[20],"However,":[21],"the":[22,60,95,117,128],"rapid":[23],"growth":[24],"IoMT":[26,52,62],"brings":[27],"significant":[28],"security":[29],"privacy":[31],"challenges":[32],"due":[33],"to":[34,38,50,71,85],"its":[35],"critical":[36],"vulnerability":[37],"cyber-attacks.":[39],"This":[40],"paper":[41],"introduces":[42],"a":[43],"novel":[44],"Deep":[45],"Learning":[46],"(DL)":[47],"approach":[48,76],"designed":[49],"analyze":[51],"traffic":[53,88],"identify":[55],"malicious":[56],"activities.":[57],"By":[58],"leveraging":[59],"CIC":[61],"dataset,":[63],"we":[64,115],"improved":[65],"an":[66,102],"existing":[67],"neural":[68],"network":[69,87],"model":[70,97],"enhance":[72],"prediction":[73],"accuracy.":[74],"Our":[75],"combines":[77],"UNet++":[78],"Long":[80],"Short-Term":[81],"Memory":[82],"(LSTM)":[83],"models":[84],"extract":[86],"features":[89],"effectively.":[90],"Experimental":[91],"results":[92],"show":[93],"that":[94],"proposed":[96],"outperforms":[98],"traditional":[99],"algorithms,":[100],"achieving":[101],"accuracy":[103],"99.92%":[105],"in":[106,111],"anomaly":[107],"detection":[108],"87.96%":[110],"attack":[112],"categorization.":[113],"Finally,":[114],"highlight":[116],"main":[118],"limitations":[119],"as":[120,122],"well":[121],"possibilities":[123],"for":[124],"real-world":[125],"implementation":[126],"approach.":[129]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":5}],"updated_date":"2026-08-29T07:29:34.045763","created_date":"2025-10-10T00:00:00"}
