{"id":"https://openalex.org/W4386960783","doi":"https://doi.org/10.1186/s13677-023-00509-4","title":"Intelligent intrusion detection framework for multi-clouds \u2013 IoT environment using swarm-based deep learning classifier","display_name":"Intelligent intrusion detection framework for multi-clouds \u2013 IoT environment using swarm-based deep learning classifier","publication_year":2023,"publication_date":"2023-09-22","ids":{"openalex":"https://openalex.org/W4386960783","doi":"https://doi.org/10.1186/s13677-023-00509-4"},"language":"en","primary_location":{"id":"doi:10.1186/s13677-023-00509-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00509-4","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00509-4","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00509-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022017321","display_name":"Syed Mohamed Thameem Nizamudeen","orcid":"https://orcid.org/0009-0005-7042-5754"},"institutions":[{"id":"https://openalex.org/I52913039","display_name":"University of Houston - Clear Lake","ror":"https://ror.org/01t817z14","country_code":"US","type":"education","lineage":["https://openalex.org/I52913039"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Syed Mohamed Thameem Nizamudeen","raw_affiliation_strings":["University of Houston-Clear Lake, Houston, Texas, 77058, USA"],"affiliations":[{"raw_affiliation_string":"University of Houston-Clear Lake, Houston, Texas, 77058, USA","institution_ids":["https://openalex.org/I52913039"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5022017321"],"corresponding_institution_ids":["https://openalex.org/I52913039"],"apc_list":{"value":990,"currency":"GBP","value_usd":1214},"apc_paid":{"value":990,"currency":"GBP","value_usd":1214},"fwci":7.1838,"has_fulltext":true,"cited_by_count":36,"citation_normalized_percentile":{"value":0.97510894,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"12","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":0.9993000030517578,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9991000294685364,"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":0.8723049163818359},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7000938653945923},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5731677412986755},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5359874963760376},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4687493145465851},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.46526670455932617},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.42805081605911255},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4221528470516205},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40016961097717285},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.321109801530838},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.20935854315757751},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.15375342965126038}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8723049163818359},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7000938653945923},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5731677412986755},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5359874963760376},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4687493145465851},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.46526670455932617},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.42805081605911255},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4221528470516205},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40016961097717285},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.321109801530838},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.20935854315757751},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.15375342965126038},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13677-023-00509-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00509-4","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00509-4","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:26ab32e1bb174cd1a7c5dc29f54ea0ab","is_oa":true,"landing_page_url":"https://doaj.org/article/26ab32e1bb174cd1a7c5dc29f54ea0ab","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":"Journal of Cloud Computing: Advances, Systems and Applications, Vol 12, Iss 1, Pp 1-14 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13677-023-00509-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00509-4","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00509-4","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6399999856948853,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386960783.pdf"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W2762776925","https://openalex.org/W2783741806","https://openalex.org/W2806697149","https://openalex.org/W2807621303","https://openalex.org/W2870670057","https://openalex.org/W2891481613","https://openalex.org/W2892077825","https://openalex.org/W2892556724","https://openalex.org/W2955014922","https://openalex.org/W2963073179","https://openalex.org/W2971076825","https://openalex.org/W2980801064","https://openalex.org/W3015471529","https://openalex.org/W3027095011","https://openalex.org/W3087344973","https://openalex.org/W3088957022","https://openalex.org/W3164531790","https://openalex.org/W3187417346","https://openalex.org/W3196738623","https://openalex.org/W3203052506","https://openalex.org/W3206674745","https://openalex.org/W3216835679","https://openalex.org/W4205864503","https://openalex.org/W4206179653","https://openalex.org/W4212986808","https://openalex.org/W4238440679","https://openalex.org/W4250934960","https://openalex.org/W4284896151","https://openalex.org/W4285732709","https://openalex.org/W4297537414","https://openalex.org/W4313654696","https://openalex.org/W4322102176","https://openalex.org/W4323034524","https://openalex.org/W4361289962"],"related_works":["https://openalex.org/W2883256816","https://openalex.org/W2171408034","https://openalex.org/W3003320923","https://openalex.org/W2106140982","https://openalex.org/W2152313554","https://openalex.org/W3048672182","https://openalex.org/W1509300825","https://openalex.org/W2054620577","https://openalex.org/W3092582874","https://openalex.org/W4200394864"],"abstract_inverted_index":{"Abstract":[0],"In":[1],"the":[2,37,40,43,52,58,63,77,133,161,171,178,181,195,211,228],"current":[3],"era,":[4],"a":[5,94,146,186,205],"tremendous":[6],"volume":[7],"of":[8,45,68,168,180],"data":[9,83,126,148],"has":[10,123],"been":[11,26],"generated":[12],"by":[13],"using":[14,138],"web":[15],"technologies.":[16,34],"The":[17,120,165,174,199,220,231],"association":[18],"between":[19],"different":[20],"devices":[21],"and":[22,30,71,102,117,130,225,241],"services":[23,65],"have":[24],"also":[25],"explored":[27],"to":[28,36,61,82,114,208],"wisely":[29],"widely":[31],"use":[32],"recent":[33],"Due":[35],"restriction":[38],"in":[39,66,97,204],"available":[41],"resources,":[42],"chance":[44],"security":[46,103],"violation":[47],"is":[48,158,192,223],"increasing":[49],"highly":[50],"on":[51,210,227],"constrained":[53],"devices.":[54],"IoT":[55,90],"backend":[56],"with":[57],"multi-cloud":[59,78],"infrastructure":[60],"extend":[62],"public":[64],"terms":[67],"better":[69],"scalability":[70],"reliability.":[72],"Several":[73],"users":[74],"might":[75],"access":[76],"resources":[79],"that":[80,144],"lead":[81],"threats":[84],"while":[85],"handling":[86],"user":[87],"requests":[88],"for":[89,160],"services.":[91],"It":[92,214],"poses":[93],"new":[95,99],"challenge":[96],"proposing":[98],"functional":[100],"elements":[101],"schemes.":[104],"This":[105],"paper":[106],"introduces":[107],"an":[108],"intelligent":[109],"Intrusion":[110],"Detection":[111],"Framework":[112],"(IDF)":[113],"detect":[115],"network":[116],"application-based":[118],"attacks.":[119],"proposed":[121,193,221,232],"framework":[122,222,233],"three":[124],"phases:":[125],"pre-processing,":[127],"feature":[128,162],"selection":[129,163],"classification.":[131],"Initially,":[132],"collected":[134],"datasets":[135],"are":[136,202],"pre-processed":[137],"Integer-":[139],"Grading":[140],"Normalization":[141],"(I-GN)":[142],"technique":[143],"ensures":[145,177],"fair-scaled":[147],"transformation":[149],"process.":[150],"Secondly,":[151],"Opposition-based":[152],"Learning-":[153],"Rat":[154],"Inspired":[155],"Optimizer":[156],"(OBL-RIO)":[157],"designed":[159],"phase.":[164],"progressive":[166],"nature":[167],"rats":[169],"chooses":[170],"significant":[172],"features.":[173],"fittest":[175],"value":[176],"stability":[179],"features":[182,201],"from":[183],"OBL-RIO.":[184],"Finally,":[185],"2D-Array-based":[187],"Convolutional":[188],"Neural":[189],"Network":[190],"(2D-ACNN)":[191],"as":[194],"binary":[196],"class":[197],"classifier.":[198],"input":[200],"preserved":[203],"2D-array":[206],"model":[207],"perform":[209],"complex":[212],"layers.":[213],"detects":[215],"normal":[216],"(or)":[217],"abnormal":[218],"traffic.":[219],"trained":[224],"tested":[226],"Netflow-based":[229],"datasets.":[230],"yields":[234],"95.20%":[235],"accuracy,":[236],"2.5%":[237],"false":[238],"positive":[239],"rate":[240],"97.24%":[242],"detection":[243],"rate.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}
