{"id":"https://openalex.org/W4321461629","doi":"https://doi.org/10.2298/csis221124004l","title":"RESNETCNN: An abnormal network traffic flows detection model","display_name":"RESNETCNN: An abnormal network traffic flows detection model","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4321461629","doi":"https://doi.org/10.2298/csis221124004l"},"language":"en","primary_location":{"id":"doi:10.2298/csis221124004l","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis221124004l","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02142300004L","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"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":"Computer Science and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02142300004L","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100742790","display_name":"Yimin Li","orcid":null},"institutions":[{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yimin Li","raw_affiliation_strings":["College of Information Engineering, Shanghai Maritime University, Shanghai, China","College of Information Engineering, Shanghai Maritime University, Shanghai201306, China"],"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]},{"raw_affiliation_string":"College of Information Engineering, Shanghai Maritime University, Shanghai201306, China","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101744803","display_name":"Dezhi Han","orcid":"https://orcid.org/0000-0001-8861-5461"},"institutions":[{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dezhi Han","raw_affiliation_strings":["College of Information Engineering, Shanghai Maritime University, Shanghai, China","College of Information Engineering, Shanghai Maritime University, Shanghai201306, China"],"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]},{"raw_affiliation_string":"College of Information Engineering, Shanghai Maritime University, Shanghai201306, China","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010617166","display_name":"Mingming Cui","orcid":"https://orcid.org/0000-0002-1782-3551"},"institutions":[{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingming Cui","raw_affiliation_strings":["College of Information Engineering, Shanghai Maritime University, Shanghai, China","College of Information Engineering, Shanghai Maritime University, Shanghai201306, China"],"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]},{"raw_affiliation_string":"College of Information Engineering, Shanghai Maritime University, Shanghai201306, China","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101925993","display_name":"Yuan Fan","orcid":"https://orcid.org/0009-0004-3712-8304"},"institutions":[{"id":"https://openalex.org/I4210142178","display_name":"Hangzhou DAC Biotech (China)","ror":"https://ror.org/04hy71c73","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210142178"]},{"id":"https://openalex.org/I4210088738","display_name":"Wanfang Data (China)","ror":"https://ror.org/00502tg50","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210088738","https://openalex.org/I4210120069","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fan Yuan","raw_affiliation_strings":["Hangzhou Anheng Information Technology Co., LTD, Hangzhou, China","Hangzhou Anheng Information Technology Co., LTD, Hangzhou310051, China"],"affiliations":[{"raw_affiliation_string":"Hangzhou Anheng Information Technology Co., LTD, Hangzhou, China","institution_ids":["https://openalex.org/I4210142178"]},{"raw_affiliation_string":"Hangzhou Anheng Information Technology Co., LTD, Hangzhou310051, China","institution_ids":["https://openalex.org/I4210088738"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002819940","display_name":"Yachao Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210088738","display_name":"Wanfang Data (China)","ror":"https://ror.org/00502tg50","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210088738","https://openalex.org/I4210120069","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I4210142178","display_name":"Hangzhou DAC Biotech (China)","ror":"https://ror.org/04hy71c73","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210142178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yachao Zhou","raw_affiliation_strings":["Hangzhou Anheng Information Technology Co., LTD, Hangzhou, China","Hangzhou Anheng Information Technology Co., LTD, Hangzhou310051, China"],"affiliations":[{"raw_affiliation_string":"Hangzhou Anheng Information Technology Co., LTD, Hangzhou, China","institution_ids":["https://openalex.org/I4210142178"]},{"raw_affiliation_string":"Hangzhou Anheng Information Technology Co., LTD, Hangzhou310051, China","institution_ids":["https://openalex.org/I4210088738"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100742790"],"corresponding_institution_ids":["https://openalex.org/I96733725"],"apc_list":null,"apc_paid":null,"fwci":1.605,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.83443601,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"20","issue":"3","first_page":"997","last_page":"1014"},"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":0.9987999796867371,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9987000226974487,"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":0.890509843826294},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.7494154572486877},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6412126421928406},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.5849675536155701},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.5383459329605103},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.5267630815505981},{"id":"https://openalex.org/keywords/anomaly-based-intrusion-detection-system","display_name":"Anomaly-based intrusion detection system","score":0.5054395198822021},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4506518840789795},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.4470161199569702},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4140101373195648},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3331329822540283},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.09410196542739868}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.890509843826294},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.7494154572486877},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6412126421928406},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.5849675536155701},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.5383459329605103},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5267630815505981},{"id":"https://openalex.org/C137524506","wikidata":"https://www.wikidata.org/wiki/Q2247688","display_name":"Anomaly-based intrusion detection system","level":3,"score":0.5054395198822021},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4506518840789795},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.4470161199569702},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4140101373195648},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3331329822540283},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.09410196542739868}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2298/csis221124004l","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis221124004l","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02142300004L","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"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":"Computer Science and Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.2298/csis221124004l","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis221124004l","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02142300004L","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"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":"Computer Science and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4321461629.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1903029394","https://openalex.org/W2064675550","https://openalex.org/W2097117768","https://openalex.org/W2138776277","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2198724430","https://openalex.org/W2338694366","https://openalex.org/W2532764181","https://openalex.org/W2549139847","https://openalex.org/W2553230590","https://openalex.org/W2618530766","https://openalex.org/W2783245345","https://openalex.org/W2925211503","https://openalex.org/W2965481252","https://openalex.org/W2997442262","https://openalex.org/W3002399415","https://openalex.org/W3009164776","https://openalex.org/W3010457411","https://openalex.org/W3016440541","https://openalex.org/W3023906497","https://openalex.org/W3046031979","https://openalex.org/W3096547803","https://openalex.org/W3196283616","https://openalex.org/W3198675107","https://openalex.org/W3204421027","https://openalex.org/W3215288840","https://openalex.org/W4206187163","https://openalex.org/W4206555330","https://openalex.org/W4225682144","https://openalex.org/W4226016066","https://openalex.org/W4232533539","https://openalex.org/W4289745703","https://openalex.org/W4291900964","https://openalex.org/W4292387295","https://openalex.org/W4311773928","https://openalex.org/W4313399258","https://openalex.org/W4313598904"],"related_works":["https://openalex.org/W2347501756","https://openalex.org/W2350135231","https://openalex.org/W3183842081","https://openalex.org/W2952736244","https://openalex.org/W2360064904","https://openalex.org/W176094919","https://openalex.org/W2947585550","https://openalex.org/W1975233362","https://openalex.org/W2387368785","https://openalex.org/W4281567243"],"abstract_inverted_index":{"Intrusion":[0],"detection":[1,30,46,56,92,161],"is":[2],"an":[3,54],"important":[4],"means":[5],"to":[6,110,149],"protect":[7],"system":[8,18],"security":[9,22],"by":[10],"detecting":[11],"intrusions":[12],"or":[13],"intrusion":[14,29,45,55],"attempts":[15],"on":[16,165,172],"the":[17,44,79,91,103,107,120,125,151,159,166,173],"through":[19,78],"operational":[20],"behaviors,":[21],"logs,":[23],"and":[24,38,63,84,132,158,170],"data":[25,35,75,96,100,108,116,129,138,156],"audit.":[26],"However,":[27],"existing":[28],"systems":[31],"suffer":[32],"from":[33],"incomplete":[34,128],"feature":[36,130],"extraction":[37,131],"low":[39,133],"classification":[40,134],"accuracy,":[41],"which":[42,89],"affects":[43],"effect.":[47],"To":[48],"this":[49,51],"end,":[50],"paper":[52],"proposes":[53],"model":[57],"that":[58],"fuses":[59],"residual":[60],"network":[61,87],"(RESNET)":[62],"parallel":[64],"crossconvolutional":[65],"neural":[66,86],"network,":[67],"called":[68],"RESNETCCN.":[69],"RESNETCNN":[70,145],"can":[71],"efficiently":[72],"learn":[73],"various":[74],"stream":[76,117],"features":[77,118],"fusion":[80],"of":[81,94,114,127,136,144,153],"deep":[82],"learning":[83],"convolutional":[85],"(CNN),":[88],"improves":[90],"accuracy":[93,135,162],"abnormal":[95],"streams":[97],"in":[98],"unbalanced":[99,115,137],"streams,":[101],"moreover,":[102],"oversampling":[104],"method":[105],"into":[106],"preprocessing,":[109],"extract":[111],"multiple":[112],"types":[113],"at":[119],"same":[121],"time,":[122],"effectively":[123],"solving":[124],"problems":[126],"streams.":[139],"Finally,":[140],"three":[141],"improved":[142],"versions":[143],"networks":[146],"are":[147],"designed":[148],"meet":[150],"requirements":[152],"different":[154],"traffic":[155],"processing,":[157],"highest":[160],"reaches":[163],"99.98%":[164],"CICIDS":[167],"2017":[168],"dataset":[169],"99.90%":[171],"ISCXIDS":[174],"2012":[175],"dataset.":[176]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}