{"id":"https://openalex.org/W2517975492","doi":"https://doi.org/10.1109/isncc.2016.7746067","title":"Threat analysis of IoT networks using artificial neural network intrusion detection system","display_name":"Threat analysis of IoT networks using artificial neural network intrusion detection system","publication_year":2016,"publication_date":"2016-05-01","ids":{"openalex":"https://openalex.org/W2517975492","doi":"https://doi.org/10.1109/isncc.2016.7746067","mag":"2517975492"},"language":"en","primary_location":{"id":"doi:10.1109/isncc.2016.7746067","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isncc.2016.7746067","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 International Symposium on Networks, Computers and Communications (ISNCC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1704.02286","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Elike Hodo","orcid":null},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Elike Hodo","raw_affiliation_strings":["Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK"],"affiliations":[{"raw_affiliation_string":"Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xavier Bellekens","orcid":null},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xavier Bellekens","raw_affiliation_strings":["Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK"],"affiliations":[{"raw_affiliation_string":"Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Andrew Hamilton","orcid":null},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Andrew Hamilton","raw_affiliation_strings":["Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK"],"affiliations":[{"raw_affiliation_string":"Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Pierre-Louis Dubouilh","orcid":null},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pierre-Louis Dubouilh","raw_affiliation_strings":["Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK"],"affiliations":[{"raw_affiliation_string":"Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ephraim Iorkyase","orcid":null},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ephraim Iorkyase","raw_affiliation_strings":["Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK"],"affiliations":[{"raw_affiliation_string":"Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Christos Tachtatzis","orcid":null},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christos Tachtatzis","raw_affiliation_strings":["Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK"],"affiliations":[{"raw_affiliation_string":"Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"last","author":{"id":null,"display_name":"Robert Atkinson","orcid":null},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Robert Atkinson","raw_affiliation_strings":["Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK"],"affiliations":[{"raw_affiliation_string":"Department of Electronic &amp; Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK","institution_ids":["https://openalex.org/I181647926"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I181647926"],"apc_list":null,"apc_paid":null,"fwci":21.5576,"has_fulltext":false,"cited_by_count":424,"citation_normalized_percentile":{"value":0.99533731,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"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/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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9973000288009644,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9919999837875366,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.7669000029563904},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.7394999861717224},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.6956999897956848},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5741999745368958},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.46459999680519104},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.43230000138282776},{"id":"https://openalex.org/keywords/general-packet-radio-service","display_name":"General Packet Radio Service","score":0.3783999979496002}],"concepts":[{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.7669000029563904},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.7394999861717224},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6956999897956848},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6721000075340271},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5741999745368958},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5672000050544739},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.46459999680519104},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.43230000138282776},{"id":"https://openalex.org/C86338984","wikidata":"https://www.wikidata.org/wiki/Q79708","display_name":"General Packet Radio Service","level":3,"score":0.3783999979496002},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.375900000333786},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.32670000195503235},{"id":"https://openalex.org/C22735295","wikidata":"https://www.wikidata.org/wiki/Q317671","display_name":"Botnet","level":3,"score":0.3237000107765198},{"id":"https://openalex.org/C158251709","wikidata":"https://www.wikidata.org/wiki/Q354025","display_name":"Intrusion","level":2,"score":0.30649998784065247},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3059000074863434},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.30250000953674316},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.3012999892234802},{"id":"https://openalex.org/C167063184","wikidata":"https://www.wikidata.org/wiki/Q1400839","display_name":"Vulnerability assessment","level":3,"score":0.29429998993873596},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.29100000858306885},{"id":"https://openalex.org/C3018725008","wikidata":"https://www.wikidata.org/wiki/Q4071928","display_name":"Cyber threats","level":2,"score":0.28290000557899475},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27619999647140503},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.257099986076355}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isncc.2016.7746067","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isncc.2016.7746067","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 International Symposium on Networks, Computers and Communications (ISNCC)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1704.02286","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1704.02286","pdf_url":"https://arxiv.org/pdf/1704.02286","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1704.02286","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1704.02286","pdf_url":"https://arxiv.org/pdf/1704.02286","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1992797162","https://openalex.org/W1997847630","https://openalex.org/W2010976529","https://openalex.org/W2093788687","https://openalex.org/W2096915403","https://openalex.org/W2128569883","https://openalex.org/W2133941447","https://openalex.org/W2153381643","https://openalex.org/W2293701854","https://openalex.org/W6630177651","https://openalex.org/W6684325336","https://openalex.org/W6730999400","https://openalex.org/W6978135970"],"related_works":[],"abstract_inverted_index":{"The":[0,105,115],"Internet":[1],"of":[2,38,48,67,86,96],"things":[3],"(IoT)":[4],"is":[5,33,70,77,108],"still":[6],"in":[7,15],"its":[8,80],"infancy":[9],"and":[10,26,51,98,121],"has":[11],"attracted":[12],"much":[13],"interest":[14],"many":[16],"industrial":[17],"sectors":[18],"including":[19],"medical":[20],"fields,":[21],"logistics":[22],"tracking,":[23],"smart":[24],"cities":[25],"automobiles.":[27],"However":[28],"as":[29],"a":[30,36,45,65,111],"paradigm,":[31],"it":[32],"susceptible":[34],"to":[35,58,82],"range":[37],"significant":[39],"intrusion":[40],"threats.":[41,61],"This":[42,90],"paper":[43,91],"presents":[44],"threat":[46,99],"analysis":[47],"the":[49,94],"IoT":[50,103,113],"uses":[52],"an":[53,102],"Artificial":[54],"Neural":[55],"Network":[56],"(ANN)":[57],"combat":[59],"these":[60],"A":[62],"multi-level":[63],"perceptron,":[64],"type":[66],"supervised":[68],"ANN,":[69],"trained":[71],"using":[72],"internet":[73],"packet":[74],"traces,":[75],"then":[76],"assessed":[78],"on":[79,93,101],"ability":[81],"thwart":[83],"Distributed":[84],"Denial":[85],"Service":[87],"(DDoS/DoS)":[88],"attacks.":[89,127],"focuses":[92],"classification":[95],"normal":[97],"patterns":[100],"Network.":[104],"ANN":[106],"procedure":[107],"validated":[109],"against":[110],"simulated":[112],"network.":[114],"experimental":[116],"results":[117],"demonstrate":[118],"99.4%":[119],"accuracy":[120],"can":[122],"successfully":[123],"detect":[124],"various":[125],"DDoS/DoS":[126]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":35},{"year":2024,"cited_by_count":42},{"year":2023,"cited_by_count":62},{"year":2022,"cited_by_count":61},{"year":2021,"cited_by_count":67},{"year":2020,"cited_by_count":76},{"year":2019,"cited_by_count":43},{"year":2018,"cited_by_count":19},{"year":2017,"cited_by_count":10},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2016-09-16T00:00:00"}
