{"id":"https://openalex.org/W4396791630","doi":"https://doi.org/10.4018/ijitsa.343317","title":"An Adaptive Enhancement Method of Malicious Traffic Samples Based on DCGAN-ResNet System","display_name":"An Adaptive Enhancement Method of Malicious Traffic Samples Based on DCGAN-ResNet System","publication_year":2024,"publication_date":"2024-05-10","ids":{"openalex":"https://openalex.org/W4396791630","doi":"https://doi.org/10.4018/ijitsa.343317"},"language":"en","primary_location":{"id":"doi:10.4018/ijitsa.343317","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijitsa.343317","pdf_url":"https://www.igi-global.com/ViewTitle.aspx?TitleId=343317&isxn=9798369323182","source":{"id":"https://openalex.org/S164667806","display_name":"International Journal of Information Technologies and Systems Approach","issn_l":"1935-570X","issn":["1935-570X","1935-5718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Technologies and Systems Approach","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.igi-global.com/ViewTitle.aspx?TitleId=343317&isxn=9798369323182","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101431986","display_name":"Qiankun Li","orcid":"https://orcid.org/0000-0001-5121-1682"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]},{"id":"https://openalex.org/I183006215","display_name":"Shijiazhuang University","ror":"https://ror.org/028rmam09","country_code":"CN","type":"education","lineage":["https://openalex.org/I183006215"]},{"id":"https://openalex.org/I34155123","display_name":"Hebei University of Science and Technology","ror":"https://ror.org/05h3pkk68","country_code":"CN","type":"education","lineage":["https://openalex.org/I34155123"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]},{"id":"https://openalex.org/I94611258","display_name":"Hebei Normal University","ror":"https://ror.org/004rbbw49","country_code":"CN","type":"education","lineage":["https://openalex.org/I94611258"]}],"countries":["CN","HK","US"],"is_corresponding":false,"raw_author_name":"Qiankun Li","raw_affiliation_strings":["Shijiazhuang University, China","Shijiazhuang University","Feng Jiu, Shijiazhuang University, China","Hong Kong University of Science and Technology, work at Shijiazhuang University","Hebei Normal University,","degree from Worcester Polytechnic Institute, lecturer at Shijiazhuang University","master of Computer Application Technology from Taiyuan University of Science and Technology, work at College of Future Information Technology, Shijiazhuang University","Yunxia Chu, Shijiazhuang University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"Shijiazhuang University","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"Feng Jiu, Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"Hong Kong University of Science and Technology, work at Shijiazhuang University","institution_ids":["https://openalex.org/I34155123","https://openalex.org/I183006215","https://openalex.org/I889458895"]},{"raw_affiliation_string":"Hebei Normal University,","institution_ids":["https://openalex.org/I94611258"]},{"raw_affiliation_string":"degree from Worcester Polytechnic Institute, lecturer at Shijiazhuang University","institution_ids":["https://openalex.org/I107077323"]},{"raw_affiliation_string":"master of Computer Application Technology from Taiyuan University of Science and Technology, work at College of Future Information Technology, Shijiazhuang University","institution_ids":["https://openalex.org/I34155123"]},{"raw_affiliation_string":"Yunxia Chu, Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100420982","display_name":"Juan Li","orcid":"https://orcid.org/0000-0001-7721-6596"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]},{"id":"https://openalex.org/I183006215","display_name":"Shijiazhuang University","ror":"https://ror.org/028rmam09","country_code":"CN","type":"education","lineage":["https://openalex.org/I183006215"]},{"id":"https://openalex.org/I34155123","display_name":"Hebei University of Science and Technology","ror":"https://ror.org/05h3pkk68","country_code":"CN","type":"education","lineage":["https://openalex.org/I34155123"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]},{"id":"https://openalex.org/I94611258","display_name":"Hebei Normal University","ror":"https://ror.org/004rbbw49","country_code":"CN","type":"education","lineage":["https://openalex.org/I94611258"]}],"countries":["CN","HK","US"],"is_corresponding":false,"raw_author_name":"Juan Li","raw_affiliation_strings":["Shijiazhuang University, China","Hong Kong University of Science and Technology, work at Shijiazhuang University","degree from Worcester Polytechnic Institute, lecturer at Shijiazhuang University","Yunxia Chu, Shijiazhuang University, China","Shijiazhuang University","master of Computer Application Technology from Taiyuan University of Science and Technology, work at College of Future Information Technology, Shijiazhuang University","Feng Jiu, Shijiazhuang University, China","Hebei Normal University,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"Hong Kong University of Science and Technology, work at Shijiazhuang University","institution_ids":["https://openalex.org/I34155123","https://openalex.org/I183006215","https://openalex.org/I889458895"]},{"raw_affiliation_string":"degree from Worcester Polytechnic Institute, lecturer at Shijiazhuang University","institution_ids":["https://openalex.org/I107077323"]},{"raw_affiliation_string":"Yunxia Chu, Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"Shijiazhuang University","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"master of Computer Application Technology from Taiyuan University of Science and Technology, work at College of Future Information Technology, Shijiazhuang University","institution_ids":["https://openalex.org/I34155123"]},{"raw_affiliation_string":"Feng Jiu, Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"Hebei Normal University,","institution_ids":["https://openalex.org/I94611258"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100704266","display_name":"Yao Li","orcid":"https://orcid.org/0000-0002-1284-9832"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]},{"id":"https://openalex.org/I183006215","display_name":"Shijiazhuang University","ror":"https://ror.org/028rmam09","country_code":"CN","type":"education","lineage":["https://openalex.org/I183006215"]},{"id":"https://openalex.org/I34155123","display_name":"Hebei University of Science and Technology","ror":"https://ror.org/05h3pkk68","country_code":"CN","type":"education","lineage":["https://openalex.org/I34155123"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]},{"id":"https://openalex.org/I94611258","display_name":"Hebei Normal University","ror":"https://ror.org/004rbbw49","country_code":"CN","type":"education","lineage":["https://openalex.org/I94611258"]}],"countries":["CN","HK","US"],"is_corresponding":false,"raw_author_name":"Yao Li","raw_affiliation_strings":["Shijiazhuang University, China","degree from Worcester Polytechnic Institute, lecturer at Shijiazhuang University","master of Computer Application Technology from Taiyuan University of Science and Technology, work at College of Future Information Technology, Shijiazhuang University","Hebei Normal University,","Shijiazhuang University","Hong Kong University of Science and Technology, work at Shijiazhuang University","Feng Jiu, Shijiazhuang University, China","Yunxia Chu, Shijiazhuang University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"degree from Worcester Polytechnic Institute, lecturer at Shijiazhuang University","institution_ids":["https://openalex.org/I107077323"]},{"raw_affiliation_string":"master of Computer Application Technology from Taiyuan University of Science and Technology, work at College of Future Information Technology, Shijiazhuang University","institution_ids":["https://openalex.org/I34155123"]},{"raw_affiliation_string":"Hebei Normal University,","institution_ids":["https://openalex.org/I94611258"]},{"raw_affiliation_string":"Shijiazhuang University","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"Hong Kong University of Science and Technology, work at Shijiazhuang University","institution_ids":["https://openalex.org/I34155123","https://openalex.org/I183006215","https://openalex.org/I889458895"]},{"raw_affiliation_string":"Feng Jiu, Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"Yunxia Chu, Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5097331351","display_name":"Feng Jiu","orcid":null},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]},{"id":"https://openalex.org/I183006215","display_name":"Shijiazhuang University","ror":"https://ror.org/028rmam09","country_code":"CN","type":"education","lineage":["https://openalex.org/I183006215"]},{"id":"https://openalex.org/I34155123","display_name":"Hebei University of Science and Technology","ror":"https://ror.org/05h3pkk68","country_code":"CN","type":"education","lineage":["https://openalex.org/I34155123"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]},{"id":"https://openalex.org/I94611258","display_name":"Hebei Normal University","ror":"https://ror.org/004rbbw49","country_code":"CN","type":"education","lineage":["https://openalex.org/I94611258"]}],"countries":["CN","HK","US"],"is_corresponding":false,"raw_author_name":"Feng Jiu","raw_affiliation_strings":["Shijiazhuang University, China","master of Computer Application Technology from Taiyuan University of Science and Technology, work at College of Future Information Technology, Shijiazhuang University","Hebei Normal University,","Hong Kong University of Science and Technology, work at Shijiazhuang University","Feng Jiu, Shijiazhuang University, China","Shijiazhuang University","Yunxia Chu, Shijiazhuang University, China","degree from Worcester Polytechnic Institute, lecturer at Shijiazhuang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"master of Computer Application Technology from Taiyuan University of Science and Technology, work at College of Future Information Technology, Shijiazhuang University","institution_ids":["https://openalex.org/I34155123"]},{"raw_affiliation_string":"Hebei Normal University,","institution_ids":["https://openalex.org/I94611258"]},{"raw_affiliation_string":"Hong Kong University of Science and Technology, work at Shijiazhuang University","institution_ids":["https://openalex.org/I34155123","https://openalex.org/I183006215","https://openalex.org/I889458895"]},{"raw_affiliation_string":"Feng Jiu, Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"Shijiazhuang University","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"Yunxia Chu, Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]},{"raw_affiliation_string":"degree from Worcester Polytechnic Institute, lecturer at Shijiazhuang University","institution_ids":["https://openalex.org/I107077323"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109611155","display_name":"Yunxia Chu","orcid":null},"institutions":[{"id":"https://openalex.org/I183006215","display_name":"Shijiazhuang University","ror":"https://ror.org/028rmam09","country_code":"CN","type":"education","lineage":["https://openalex.org/I183006215"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunxia Chu","raw_affiliation_strings":["Shijiazhuang University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shijiazhuang University, China","institution_ids":["https://openalex.org/I183006215"]}]}],"institutions":[],"countries_distinct_count":3,"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":0.05954829,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":"1","first_page":"1","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9991000294685364,"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":0.9991000294685364,"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":0.9976000189781189,"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":0.9850999712944031,"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/computer-science","display_name":"Computer science","score":0.4963153004646301}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4963153004646301}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4018/ijitsa.343317","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijitsa.343317","pdf_url":"https://www.igi-global.com/ViewTitle.aspx?TitleId=343317&isxn=9798369323182","source":{"id":"https://openalex.org/S164667806","display_name":"International Journal of Information Technologies and Systems Approach","issn_l":"1935-570X","issn":["1935-570X","1935-5718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Technologies and Systems Approach","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.4018/ijitsa.343317","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijitsa.343317","pdf_url":"https://www.igi-global.com/ViewTitle.aspx?TitleId=343317&isxn=9798369323182","source":{"id":"https://openalex.org/S164667806","display_name":"International Journal of Information Technologies and Systems Approach","issn_l":"1935-570X","issn":["1935-570X","1935-5718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Technologies and Systems Approach","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.6800000071525574}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4396791630.pdf"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2765811365","https://openalex.org/W2780046032","https://openalex.org/W2794022343","https://openalex.org/W2897256107","https://openalex.org/W2922628727","https://openalex.org/W2923951475","https://openalex.org/W2959120033","https://openalex.org/W2969323593","https://openalex.org/W2973780069","https://openalex.org/W2986458967","https://openalex.org/W2995348330","https://openalex.org/W3022218140","https://openalex.org/W3037463437","https://openalex.org/W3091852949","https://openalex.org/W3095852370","https://openalex.org/W3104455619","https://openalex.org/W3105105644","https://openalex.org/W3118181167","https://openalex.org/W3126744215","https://openalex.org/W3157390437","https://openalex.org/W3186080995","https://openalex.org/W3203140391","https://openalex.org/W4226089644","https://openalex.org/W4296442617","https://openalex.org/W4367058049","https://openalex.org/W4378574175","https://openalex.org/W4381166207","https://openalex.org/W4382402531","https://openalex.org/W4383820133"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"A":[0],"malicious":[1,51,117],"traffic":[2,24,52,118,133],"sample":[3],"adaptive":[4,112],"enhancement":[5],"device":[6,44,90,126],"based":[7],"on":[8],"Deep":[9,66],"Convolutional":[10,67],"Generative":[11,68],"Adversarial":[12,69],"Network":[13,70],"(DCGAN)":[14],"is":[15],"designed":[16],"to":[17,28,49,53,82,94,96],"address":[18],"the":[19,30,55,60,65,74,79,84,114,125,129],"issue":[20],"of":[21,34,64,86,116,131],"imbalanced":[22],"network":[23,41,76,98,142],"data":[25],"distribution,":[26],"aiming":[27],"enhance":[29,83],"accuracy":[31,130],"and":[32,62,100,108,137],"efficiency":[33],"anomaly":[35,132],"detection.":[36],"By":[37],"leveraging":[38],"generative":[39],"adversarial":[40],"technology,":[42],"this":[43],"can":[45,91],"generate":[46],"samples":[47,115],"similar":[48],"real":[50],"balance":[54],"training":[56],"dataset.":[57],"It":[58],"utilizes":[59],"generator":[61],"discriminator":[63],"(DCGAN),":[71],"combined":[72],"with":[73],"residual":[75],"(ResNet)":[77],"in":[78],"CNN":[80],"model,":[81],"quality":[85],"generated":[87],"samples.":[88],"The":[89],"switch":[92],"states":[93],"adapt":[95],"various":[97],"environments":[99],"has":[101],"been":[102],"experimentally":[103],"validated":[104],"for":[105,141],"its":[106],"effectiveness":[107],"feasibility.Moreover,":[109],"employing":[110],"an":[111],"device,":[113],"are":[119],"adjusted.":[120],"Experimental":[121],"analysis":[122],"demonstrates":[123],"that":[124],"significantly":[127],"enhances":[128],"detection,":[134],"improves":[135],"robustness,":[136],"provides":[138],"robust":[139],"support":[140],"security":[143],"protection.":[144]},"counts_by_year":[],"updated_date":"2026-06-11T06:19:23.411458","created_date":"2025-10-10T00:00:00"}
