{"id":"https://openalex.org/W3119548350","doi":"https://doi.org/10.1155/2021/8873195","title":"Deep Learning-Based Security Behaviour Analysis in IoT Environments: A Survey","display_name":"Deep Learning-Based Security Behaviour Analysis in IoT Environments: A Survey","publication_year":2021,"publication_date":"2021-01-08","ids":{"openalex":"https://openalex.org/W3119548350","doi":"https://doi.org/10.1155/2021/8873195","mag":"3119548350"},"language":"en","primary_location":{"id":"doi:10.1155/2021/8873195","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/8873195","pdf_url":"https://downloads.hindawi.com/journals/scn/2021/8873195.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/scn/2021/8873195.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024797925","display_name":"Yawei Yue","orcid":"https://orcid.org/0000-0003-3827-6718"},"institutions":[{"id":"https://openalex.org/I119868032","display_name":"Shanxi Agricultural University","ror":"https://ror.org/05e9f5362","country_code":"CN","type":"education","lineage":["https://openalex.org/I119868032"]},{"id":"https://openalex.org/I178535277","display_name":"University of the West of England","ror":"https://ror.org/02nwg5t34","country_code":"GB","type":"education","lineage":["https://openalex.org/I178535277"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Yawei Yue","raw_affiliation_strings":["Department of Computer Science and Creative Technologies, UWE Bristol, BS16 1QY, UK","School of Software, Shanxi Agricultural University, Jinzhong 030801, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Creative Technologies, UWE Bristol, BS16 1QY, UK","institution_ids":["https://openalex.org/I178535277"]},{"raw_affiliation_string":"School of Software, Shanxi Agricultural University, Jinzhong 030801, Shanxi, China","institution_ids":["https://openalex.org/I119868032"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112604661","display_name":"Shancang Li","orcid":"https://orcid.org/0000-0001-5663-7420"},"institutions":[{"id":"https://openalex.org/I178535277","display_name":"University of the West of England","ror":"https://ror.org/02nwg5t34","country_code":"GB","type":"education","lineage":["https://openalex.org/I178535277"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Shancang Li","raw_affiliation_strings":["Department of Computer Science and Creative Technologies, UWE Bristol, BS16 1QY, UK"],"raw_orcid":"https://orcid.org/0000-0001-5663-7420","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Creative Technologies, UWE Bristol, BS16 1QY, UK","institution_ids":["https://openalex.org/I178535277"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053235466","display_name":"Phil Legg","orcid":"https://orcid.org/0000-0003-3460-5609"},"institutions":[{"id":"https://openalex.org/I178535277","display_name":"University of the West of England","ror":"https://ror.org/02nwg5t34","country_code":"GB","type":"education","lineage":["https://openalex.org/I178535277"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Phil Legg","raw_affiliation_strings":["Department of Computer Science and Creative Technologies, UWE Bristol, BS16 1QY, UK"],"raw_orcid":"https://orcid.org/0000-0003-3460-5609","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Creative Technologies, UWE Bristol, BS16 1QY, UK","institution_ids":["https://openalex.org/I178535277"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101951918","display_name":"Fuzhong Li","orcid":"https://orcid.org/0000-0003-0558-9988"},"institutions":[{"id":"https://openalex.org/I119868032","display_name":"Shanxi Agricultural University","ror":"https://ror.org/05e9f5362","country_code":"CN","type":"education","lineage":["https://openalex.org/I119868032"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuzhong Li","raw_affiliation_strings":["School of Software, Shanxi Agricultural University, Jinzhong 030801, Shanxi, China"],"raw_orcid":"https://orcid.org/0000-0003-0558-9988","affiliations":[{"raw_affiliation_string":"School of Software, Shanxi Agricultural University, Jinzhong 030801, Shanxi, China","institution_ids":["https://openalex.org/I119868032"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5112604661"],"corresponding_institution_ids":["https://openalex.org/I178535277"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":6.0768,"has_fulltext":true,"cited_by_count":46,"citation_normalized_percentile":{"value":0.96465216,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"2021","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998000264167786,"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":0.9998000264167786,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.9987000226974487,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8405295610427856},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6942777633666992},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6539520025253296},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.6124692559242249},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38624539971351624},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3401246666908264}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8405295610427856},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6942777633666992},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6539520025253296},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.6124692559242249},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38624539971351624},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3401246666908264}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2021/8873195","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/8873195","pdf_url":"https://downloads.hindawi.com/journals/scn/2021/8873195.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d1a3fd6a0acf449fbc239e15e32d2f1f","is_oa":false,"landing_page_url":"https://doaj.org/article/d1a3fd6a0acf449fbc239e15e32d2f1f","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Security and Communication Networks, Vol 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/8873195","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/8873195","pdf_url":"https://downloads.hindawi.com/journals/scn/2021/8873195.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3119548350.pdf","grobid_xml":"https://content.openalex.org/works/W3119548350.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1553032445","https://openalex.org/W1755227063","https://openalex.org/W2028070713","https://openalex.org/W2039427951","https://openalex.org/W2289218694","https://openalex.org/W2329399643","https://openalex.org/W2561004319","https://openalex.org/W2572787276","https://openalex.org/W2586308986","https://openalex.org/W2615509641","https://openalex.org/W2741756174","https://openalex.org/W2756672502","https://openalex.org/W2787079451","https://openalex.org/W2799758613","https://openalex.org/W2807006176","https://openalex.org/W2913776665","https://openalex.org/W2959564865","https://openalex.org/W2962804345","https://openalex.org/W2963318081","https://openalex.org/W2963748489","https://openalex.org/W2963963190","https://openalex.org/W2964248614","https://openalex.org/W2980686091","https://openalex.org/W3005097670","https://openalex.org/W3015615481","https://openalex.org/W3033429809","https://openalex.org/W3036672989","https://openalex.org/W3100415668","https://openalex.org/W3101877327","https://openalex.org/W3102091066","https://openalex.org/W3122864121","https://openalex.org/W6637618429","https://openalex.org/W6752029299","https://openalex.org/W6769348561","https://openalex.org/W6785408467"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W2939353110","https://openalex.org/W4321369474","https://openalex.org/W4360585206","https://openalex.org/W4285208911","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W2773120646"],"abstract_inverted_index":{"Internet":[0],"of":[1,12,29,40,45,58,91,137,147,158,165,176],"Things":[2],"(IoT)":[3],"applications":[4,115,146],"have":[5,68,95],"been":[6],"used":[7],"in":[8,116,150,179],"a":[9,27,38,108],"wide":[10],"variety":[11],"domains":[13],"ranging":[14],"from":[15,134,154],"smart":[16,19],"home,":[17],"healthcare,":[18],"energy,":[20],"and":[21,33,66,94,120,140],"Industrial":[22],"4.0.":[23],"While":[24],"IoT":[25,46,92,117,131,151,159,180],"brings":[26],"number":[28,39,44],"benefits":[30],"including":[31],"convenience":[32],"efficiency,":[34],"it":[35],"also":[36],"introduces":[37],"emerging":[41],"threats.":[42],"The":[43],"devices":[47],"that":[48,80],"may":[49],"be":[50],"connected,":[51],"along":[52],"with":[53,99],"the":[54,63,100,135,141,155,163,174],"ad":[55],"hoc":[56],"nature":[57],"such":[59],"systems,":[60,160],"often":[61],"exacerbates":[62],"situation.":[64],"Security":[65],"privacy":[67,121],"emerged":[69],"as":[70],"significant":[71],"challenges":[72],"for":[73,87,118],"managing":[74],"IoT.":[75],"Recent":[76],"work":[77],"has":[78],"demonstrated":[79],"deep":[81,113,128,148,166,177],"learning":[82,114,129,149,167,178],"algorithms":[83],"are":[84],"very":[85],"efficient":[86],"conducting":[88],"security":[89,119,156],"analysis":[90],"systems":[93],"many":[96],"advantages":[97],"compared":[98],"other":[101],"methods.":[102],"This":[103],"paper":[104],"aims":[105],"to":[106,112,168],"provide":[107],"thorough":[109],"survey":[110],"related":[111],"concerns.":[122],"Our":[123],"primary":[124],"focus":[125],"is":[126],"on":[127],"enhanced":[130],"security.":[132,152,170,182],"First,":[133],"view":[136],"system":[138,181],"architecture":[139],"methodologies":[142],"used,":[143],"we":[144,161,172],"investigate":[145],"Second,":[153],"perspective":[157],"analyse":[162],"suitability":[164],"improve":[169],"Finally,":[171],"evaluate":[173],"performance":[175]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":6}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}