{"id":"https://openalex.org/W4406698048","doi":"https://doi.org/10.1007/s43926-025-00099-4","title":"Advancements in training and deployment strategies for AI-based intrusion detection systems in IoT: a systematic literature review","display_name":"Advancements in training and deployment strategies for AI-based intrusion detection systems in IoT: a systematic literature review","publication_year":2025,"publication_date":"2025-01-22","ids":{"openalex":"https://openalex.org/W4406698048","doi":"https://doi.org/10.1007/s43926-025-00099-4"},"language":"en","primary_location":{"id":"doi:10.1007/s43926-025-00099-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43926-025-00099-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43926-025-00099-4.pdf","source":{"id":"https://openalex.org/S4210230675","display_name":"Discover Internet of Things","issn_l":"2730-7239","issn":["2730-7239"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Internet of Things","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s43926-025-00099-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078975727","display_name":"S Kumar Reddy Mallidi","orcid":"https://orcid.org/0000-0001-5908-8316"},"institutions":[{"id":"https://openalex.org/I142809039","display_name":"Jawaharlal Nehru Technological University, Kakinada","ror":"https://ror.org/05s9t8c95","country_code":"IN","type":"education","lineage":["https://openalex.org/I142809039"]},{"id":"https://openalex.org/I4210153924","display_name":"National Institute of Technology Andhra Pradesh","ror":"https://ror.org/0456pcg54","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210153924"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"S. Kumar Reddy Mallidi","raw_affiliation_strings":["Computer Science and Engineering, Jawaharlal Nehru Technological University, Kakinada, 533003, AP, India","Computer Science and Engineering, Sri Vasavi Engineering College, Tadepalligudem, 534101, AP, India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, Jawaharlal Nehru Technological University, Kakinada, 533003, AP, India","institution_ids":["https://openalex.org/I142809039"]},{"raw_affiliation_string":"Computer Science and Engineering, Sri Vasavi Engineering College, Tadepalligudem, 534101, AP, India","institution_ids":["https://openalex.org/I4210153924"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056293438","display_name":"Rajeswara Rao Ramisetty","orcid":"https://orcid.org/0000-0002-0645-1131"},"institutions":[{"id":"https://openalex.org/I10874241","display_name":"Jawaharlal Nehru Technological University, Hyderabad","ror":"https://ror.org/002tchr49","country_code":"IN","type":"education","lineage":["https://openalex.org/I10874241"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajeswara Rao Ramisetty","raw_affiliation_strings":["Computer Science and Engineering, Jawaharlal Nehru Technological University Gurajada, Vizianagaram, 535003, AP, India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, Jawaharlal Nehru Technological University Gurajada, Vizianagaram, 535003, AP, India","institution_ids":["https://openalex.org/I10874241"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5078975727"],"corresponding_institution_ids":["https://openalex.org/I142809039","https://openalex.org/I4210153924"],"apc_list":{"value":990,"currency":"EUR","value_usd":1067},"apc_paid":{"value":990,"currency":"EUR","value_usd":1067},"fwci":36.5645,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.99775622,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"5","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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":1.0,"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":0.9990000128746033,"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":0.9972000122070312,"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/software-deployment","display_name":"Software deployment","score":0.7455183267593384},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.6523370146751404},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.5845546722412109},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5788648724555969},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.48590603470802307},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.47705212235450745},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.360743910074234},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2437233030796051},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.2104032337665558},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1421249806880951},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.07644990086555481},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.05810543894767761}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7455183267593384},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6523370146751404},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.5845546722412109},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5788648724555969},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.48590603470802307},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.47705212235450745},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.360743910074234},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2437233030796051},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2104032337665558},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1421249806880951},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.07644990086555481},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.05810543894767761},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s43926-025-00099-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43926-025-00099-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43926-025-00099-4.pdf","source":{"id":"https://openalex.org/S4210230675","display_name":"Discover Internet of Things","issn_l":"2730-7239","issn":["2730-7239"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Internet of Things","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:474f4f0037084702a7b53650825cf31e","is_oa":true,"landing_page_url":"https://doaj.org/article/474f4f0037084702a7b53650825cf31e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Discover Internet of Things, Vol 5, Iss 1, Pp 1-33 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s43926-025-00099-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43926-025-00099-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43926-025-00099-4.pdf","source":{"id":"https://openalex.org/S4210230675","display_name":"Discover Internet of Things","issn_l":"2730-7239","issn":["2730-7239"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Internet of Things","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406698048.pdf","grobid_xml":"https://content.openalex.org/works/W4406698048.grobid-xml"},"referenced_works_count":102,"referenced_works":["https://openalex.org/W1985987493","https://openalex.org/W2278186031","https://openalex.org/W2752613497","https://openalex.org/W2799758613","https://openalex.org/W2902106343","https://openalex.org/W2911171945","https://openalex.org/W2922140331","https://openalex.org/W2924211215","https://openalex.org/W2945748508","https://openalex.org/W2963748489","https://openalex.org/W2969863125","https://openalex.org/W2982426954","https://openalex.org/W2986055611","https://openalex.org/W2991140181","https://openalex.org/W2998722477","https://openalex.org/W3002366890","https://openalex.org/W3003685271","https://openalex.org/W3006526650","https://openalex.org/W3010064966","https://openalex.org/W3015447130","https://openalex.org/W3017343056","https://openalex.org/W3022604549","https://openalex.org/W3034175800","https://openalex.org/W3035366189","https://openalex.org/W3036078548","https://openalex.org/W3040937085","https://openalex.org/W3086579950","https://openalex.org/W3087849800","https://openalex.org/W3093621053","https://openalex.org/W3106015623","https://openalex.org/W3110547954","https://openalex.org/W3120779539","https://openalex.org/W3122864121","https://openalex.org/W3123883043","https://openalex.org/W3129836451","https://openalex.org/W3131541364","https://openalex.org/W3134260321","https://openalex.org/W3135294502","https://openalex.org/W3141567114","https://openalex.org/W3157680283","https://openalex.org/W3169649651","https://openalex.org/W3180738098","https://openalex.org/W3183395490","https://openalex.org/W3191470662","https://openalex.org/W3197569712","https://openalex.org/W3204162860","https://openalex.org/W4205584976","https://openalex.org/W4206179653","https://openalex.org/W4206490792","https://openalex.org/W4206724648","https://openalex.org/W4210583940","https://openalex.org/W4211139801","https://openalex.org/W4212959772","https://openalex.org/W4213166078","https://openalex.org/W4221015022","https://openalex.org/W4253314500","https://openalex.org/W4280535971","https://openalex.org/W4281250646","https://openalex.org/W4281817087","https://openalex.org/W4285236840","https://openalex.org/W4288036983","https://openalex.org/W4291536068","https://openalex.org/W4292387264","https://openalex.org/W4296467084","https://openalex.org/W4306827119","https://openalex.org/W4313225168","https://openalex.org/W4313477864","https://openalex.org/W4316660992","https://openalex.org/W4318261440","https://openalex.org/W4319791240","https://openalex.org/W4322722384","https://openalex.org/W4353057854","https://openalex.org/W4378800853","https://openalex.org/W4379179427","https://openalex.org/W4381568796","https://openalex.org/W4382281941","https://openalex.org/W4384938131","https://openalex.org/W4385194773","https://openalex.org/W4385713380","https://openalex.org/W4387385686","https://openalex.org/W4388626146","https://openalex.org/W4388642424","https://openalex.org/W4388914801","https://openalex.org/W4389117942","https://openalex.org/W4389664993","https://openalex.org/W4389917781","https://openalex.org/W4390511794","https://openalex.org/W4391707534","https://openalex.org/W4391812155","https://openalex.org/W4392175316","https://openalex.org/W4392347784","https://openalex.org/W4392694748","https://openalex.org/W4393150333","https://openalex.org/W4393380525","https://openalex.org/W4393875072","https://openalex.org/W4394627330","https://openalex.org/W4394792220","https://openalex.org/W4396768380","https://openalex.org/W4399450192","https://openalex.org/W6888475102","https://openalex.org/W6888783400","https://openalex.org/W6907276426"],"related_works":["https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088","https://openalex.org/W632915154","https://openalex.org/W2055733372","https://openalex.org/W3022067003"],"abstract_inverted_index":{"As":[0],"the":[1,29,73,123,126,153,175,182,191],"Internet":[2],"of":[3,36,61,75,193],"Things":[4],"(IoT)":[5],"grows,":[6],"ensuring":[7],"robust":[8],"security":[9],"is":[10,93,119],"crucial.":[11],"Intrusion":[12],"Detection":[13],"Systems":[14],"(IDS)":[15],"protect":[16],"IoT":[17,43,51,117,161,188],"networks":[18],"from":[19],"various":[20,67],"cyber":[21],"threats.":[22,63],"This":[23,172],"systematic":[24],"literature":[25],"review":[26,124,173],"(SLR)":[27],"explores":[28],"advancements":[30,177],"in":[31,108,160,178,187],"training":[32,99,131,195],"and":[33,53,70,79,88,102,111,132,135,140,162,180,196],"deployment":[34,105,197],"strategies":[35],"Artificial":[37],"Intelligence":[38],"(AI)":[39],"based":[40],"IDS":[41,68,98,134,146,158,179],"within":[42,116],"environments.":[44],"The":[45,148],"study":[46,149],"begins":[47],"by":[48,151],"outlining":[49],"prevalent":[50],"attacks":[52],"developing":[54],"an":[55],"updated":[56],"taxonomy":[57],"to":[58],"enhance":[59],"understanding":[60],"these":[62,170],"It":[64],"then":[65],"examines":[66],"architectures":[69],"delves":[71],"into":[72],"integration":[74,192],"machine":[76],"learning":[77,81],"(ML)":[78],"deep":[80],"(DL)":[82],"technologies":[83],"that":[84],"improve":[85],"detection":[86],"capabilities":[87],"system":[89],"responsiveness.":[90],"Significant":[91],"emphasis":[92],"placed":[94],"on":[95],"analyzing":[96],"different":[97],"paradigms-centralized,":[100],"distributed,":[101],"federated":[103],"learning-and":[104],"strategies,":[106],"including":[107],"cloud,":[109],"fog,":[110],"edge":[112],"layers.":[113],"Their":[114],"effectiveness":[115],"contexts":[118],"evaluated":[120],"comprehensively.":[121],"Moreover,":[122],"assesses":[125],"datasets":[127],"commonly":[128],"used":[129],"for":[130,144,184],"validating":[133],"discusses":[136],"key":[137],"performance":[138],"metrics":[139],"validation":[141],"measures":[142],"critical":[143],"assessing":[145],"effectiveness.":[147],"concludes":[150],"synthesizing":[152],"major":[154],"challenges":[155],"facing":[156],"current":[157],"implementations":[159],"suggesting":[163],"future":[164,185],"research":[165],"directions":[166],"aimed":[167],"at":[168],"overcoming":[169],"hurdles.":[171],"highlights":[174],"technological":[176],"sets":[181],"stage":[183],"enhancements":[186],"security,":[189],"emphasizing":[190],"innovative":[194],"strategies.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":17}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}