{"id":"https://openalex.org/W4413742740","doi":"https://doi.org/10.1504/ijmor.2025.148076","title":"An enhancing IOT security with a trinary deep learning paradigm and squirrel reptilian optimisation","display_name":"An enhancing IOT security with a trinary deep learning paradigm and squirrel reptilian optimisation","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413742740","doi":"https://doi.org/10.1504/ijmor.2025.148076"},"language":"en","primary_location":{"id":"doi:10.1504/ijmor.2025.148076","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijmor.2025.148076","pdf_url":null,"source":{"id":"https://openalex.org/S135796719","display_name":"International Journal of Mathematics in Operational Research","issn_l":"1757-5850","issn":["1757-5850","1757-5869"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Mathematics in Operational Research","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/A5084561871","display_name":"K. Navaz","orcid":null},"institutions":[{"id":"https://openalex.org/I1330855593","display_name":"Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology","ror":"https://ror.org/05bc5bx80","country_code":"IN","type":"education","lineage":["https://openalex.org/I1330855593"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. Navaz","raw_affiliation_strings":["School of Computing, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Avadi, Chennai-600062, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Avadi, Chennai-600062, India","institution_ids":["https://openalex.org/I1330855593"]}]},{"author_position":"middle","author":{"id":null,"display_name":"N. Muthuvairavan Pillai","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149757","display_name":"R&D Systems (United States)","ror":"https://ror.org/05k887p27","country_code":"US","type":"company","lineage":["https://openalex.org/I4210149757"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"N. Muthuvairavan Pillai","raw_affiliation_strings":["Department of Computer Science and Business Systems, R.M.D. Engineering College, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Business Systems, R.M.D. Engineering College, India","institution_ids":["https://openalex.org/I4210149757"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036482279","display_name":"Gopalakrishnan Sundaram","orcid":"https://orcid.org/0000-0002-7273-5191"},"institutions":[{"id":"https://openalex.org/I19149307","display_name":"Chennai Mathematical Institute","ror":"https://ror.org/04zp24820","country_code":"IN","type":"education","lineage":["https://openalex.org/I19149307"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"G. Shanmuga Sundaram","raw_affiliation_strings":["CSE Department, Chennai Institute of Technology, Chennai-69, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSE Department, Chennai Institute of Technology, Chennai-69, India","institution_ids":["https://openalex.org/I19149307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103872169","display_name":"T. Rajesh Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I85461943","display_name":"Saveetha University","ror":"https://ror.org/0034me914","country_code":"IN","type":"education","lineage":["https://openalex.org/I85461943"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"T. Rajesh Kumar","raw_affiliation_strings":["Department of Computer Science and Engineering, Saveetha School of Engineering, SIMTS, Chennai, Tamil Nadu-602501, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Saveetha School of Engineering, SIMTS, Chennai, Tamil Nadu-602501, India","institution_ids":["https://openalex.org/I85461943"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004869079","display_name":"C. Jehan","orcid":null},"institutions":[{"id":"https://openalex.org/I19149307","display_name":"Chennai Mathematical Institute","ror":"https://ror.org/04zp24820","country_code":"IN","type":"education","lineage":["https://openalex.org/I19149307"]},{"id":"https://openalex.org/I25592554","display_name":"National Institute of Ocean Technology","ror":"https://ror.org/03maknm89","country_code":"IN","type":"education","lineage":["https://openalex.org/I25592554","https://openalex.org/I4210100914"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"C. Jehan","raw_affiliation_strings":["Computer Science and Engineering Department, Chennai Institute of Technology, Chennai 69, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department, Chennai Institute of Technology, Chennai 69, India","institution_ids":["https://openalex.org/I19149307","https://openalex.org/I25592554"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23685141,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"31","issue":"4","first_page":"544","last_page":"575"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.6751000285148621,"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"}},"topics":[{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.6751000285148621,"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/T10320","display_name":"Neural Networks and Applications","score":0.6563000082969666,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.6507999897003174,"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":0.6218196749687195},{"id":"https://openalex.org/keywords/squirrel-monkey","display_name":"Squirrel monkey","score":0.5173496603965759},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4108425974845886},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33912837505340576},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.25764888525009155},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.21199819445610046}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6218196749687195},{"id":"https://openalex.org/C2776030879","wikidata":"https://www.wikidata.org/wiki/Q309200","display_name":"Squirrel monkey","level":2,"score":0.5173496603965759},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4108425974845886},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33912837505340576},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.25764888525009155},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.21199819445610046}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1504/ijmor.2025.148076","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijmor.2025.148076","pdf_url":null,"source":{"id":"https://openalex.org/S135796719","display_name":"International Journal of Mathematics in Operational Research","issn_l":"1757-5850","issn":["1757-5850","1757-5869"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Mathematics in Operational Research","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W3086377361"],"abstract_inverted_index":{"This":[0],"research":[1],"work":[2],"proposes":[3],"a":[4,12],"novel":[5],"approach":[6],"for":[7,74,138],"IoT":[8,35],"intrusion":[9,52,139],"detection":[10],"using":[11,61],"trinary":[13],"deep":[14],"learning":[15],"paradigm.":[16],"The":[17,38],"proposed":[18],"model":[19,39],"aims":[20],"to":[21,70,125],"address":[22],"the":[23,55,72,100,105,108,117,132],"challenges":[24],"of":[25,41,87],"large":[26],"data":[27,58,62,73],"requirements":[28],"and":[29,51,65,94,121],"false":[30],"positives":[31],"commonly":[32],"encountered":[33],"in":[34],"network":[36],"security.":[37],"consists":[40],"four":[42],"phases:":[43],"pre-processing,":[44,78],"multi-modal":[45,79],"feature":[46,49,80,127],"extraction,":[47],"optimal":[48],"selection,":[50,128],"detection.":[53,140],"Initially,":[54],"collected":[56],"raw":[57],"is":[59,113],"pre-processed":[60],"cleaning":[63],"techniques":[64,82],"Z-score":[66],"normalisation,":[67],"which":[68],"helps":[69],"standardise":[71],"further":[75],"analysis.":[76],"Following":[77],"extraction":[81],"are":[83,136],"applied,":[84],"including":[85],"measures":[86],"central":[88],"tendency,":[89],"database":[90],"features,":[91],"statistical":[92],"dispersion,":[93],"information":[95],"entropy-based":[96],"features.":[97],"To":[98],"select":[99],"most":[101,133],"relevant":[102],"features":[103,135],"from":[104],"extracted":[106],"set,":[107],"squirrel":[109,118],"reptilian":[110],"optimisation":[111],"algorithm":[112,120,124],"employed.":[114],"SRO":[115],"combines":[116],"search":[119,123],"reptile":[122],"optimise":[126],"ensuring":[129],"that":[130],"only":[131],"informative":[134],"utilised":[137]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
