{"id":"https://openalex.org/W2941716495","doi":"https://doi.org/10.1109/access.2019.2911121","title":"An Intelligent Fuzzing Data Generation Method Based on Deep Adversarial Learning","display_name":"An Intelligent Fuzzing Data Generation Method Based on Deep Adversarial Learning","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2941716495","doi":"https://doi.org/10.1109/access.2019.2911121","mag":"2941716495"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2911121","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2911121","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08691434.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08691434.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Zhihui Li","orcid":"https://orcid.org/0000-0001-8249-8532"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhihui Li","raw_affiliation_strings":["National Trusted Embedded Software Engineering Technology Research Center, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"National Trusted Embedded Software Engineering Technology Research Center, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107408211","display_name":"Hui Zhao","orcid":"https://orcid.org/0000-0003-0718-9005"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Zhao","raw_affiliation_strings":["National Trusted Embedded Software Engineering Technology Research Center, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"National Trusted Embedded Software Engineering Technology Research Center, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100699193","display_name":"Jianqi Shi","orcid":"https://orcid.org/0000-0002-8993-7603"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianqi Shi","raw_affiliation_strings":["National Trusted Embedded Software Engineering Technology Research Center, East China Normal University, Shanghai, China","Hardware/Software Co-Design Technology and Application Engineering Research Center, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"National Trusted Embedded Software Engineering Technology Research Center, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"Hardware/Software Co-Design Technology and Application Engineering Research Center, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101882055","display_name":"Yanhong Huang","orcid":"https://orcid.org/0000-0003-2102-4303"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanhong Huang","raw_affiliation_strings":["National Trusted Embedded Software Engineering Technology Research Center, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"National Trusted Embedded Software Engineering Technology Research Center, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023985739","display_name":"Jiawen Xiong","orcid":"https://orcid.org/0000-0003-2341-0259"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawen Xiong","raw_affiliation_strings":["National Trusted Embedded Software Engineering Technology Research Center, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"National Trusted Embedded Software Engineering Technology Research Center, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I66867065"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.0077,"has_fulltext":true,"cited_by_count":48,"citation_normalized_percentile":{"value":0.94699367,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"49327","last_page":"49340"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9994999766349792,"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":0.9994999766349792,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9993000030517578,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/fuzz-testing","display_name":"Fuzz testing","score":0.99745774269104},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8297001123428345},{"id":"https://openalex.org/keywords/modbus","display_name":"Modbus","score":0.6636438369750977},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.5155565738677979},{"id":"https://openalex.org/keywords/test-data","display_name":"Test data","score":0.42181697487831116},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41098159551620483},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3921479284763336},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3798705041408539},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.3039591610431671},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.2936914563179016},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.11516064405441284}],"concepts":[{"id":"https://openalex.org/C111065885","wikidata":"https://www.wikidata.org/wiki/Q1189053","display_name":"Fuzz testing","level":3,"score":0.99745774269104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8297001123428345},{"id":"https://openalex.org/C2776666747","wikidata":"https://www.wikidata.org/wiki/Q1135322","display_name":"Modbus","level":3,"score":0.6636438369750977},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.5155565738677979},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.42181697487831116},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41098159551620483},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3921479284763336},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3798705041408539},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3039591610431671},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2936914563179016},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.11516064405441284},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2911121","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2911121","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08691434.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0824fdc7046f4bf09c9d0438d5184945","is_oa":true,"landing_page_url":"https://doaj.org/article/0824fdc7046f4bf09c9d0438d5184945","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 49327-49340 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2911121","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2911121","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08691434.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G37568934","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4315675921","display_name":null,"funder_award_id":"61602178","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5519787042","display_name":null,"funder_award_id":"18QB1402000","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321885","display_name":"Science and Technology Commission of Shanghai Municipality","ror":"https://ror.org/03kt66j61"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2941716495.pdf","grobid_xml":"https://content.openalex.org/works/W2941716495.grobid-xml"},"referenced_works_count":66,"referenced_works":["https://openalex.org/W12847924","https://openalex.org/W104184427","https://openalex.org/W1522301498","https://openalex.org/W1579904204","https://openalex.org/W1800050583","https://openalex.org/W1884983968","https://openalex.org/W1921523184","https://openalex.org/W1925282067","https://openalex.org/W1932847118","https://openalex.org/W1985987493","https://openalex.org/W1998965451","https://openalex.org/W1999156278","https://openalex.org/W2002934700","https://openalex.org/W2010362967","https://openalex.org/W2044828368","https://openalex.org/W2073125568","https://openalex.org/W2082351840","https://openalex.org/W2099057450","https://openalex.org/W2100495367","https://openalex.org/W2102017903","https://openalex.org/W2115675703","https://openalex.org/W2116818527","https://openalex.org/W2120617515","https://openalex.org/W2130942839","https://openalex.org/W2133564696","https://openalex.org/W2147768505","https://openalex.org/W2160815625","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2217896605","https://openalex.org/W2342840547","https://openalex.org/W2509065397","https://openalex.org/W2527036487","https://openalex.org/W2583383421","https://openalex.org/W2592101326","https://openalex.org/W2599557761","https://openalex.org/W2615131227","https://openalex.org/W2617539464","https://openalex.org/W2724677980","https://openalex.org/W2734349601","https://openalex.org/W2769748476","https://openalex.org/W2814375691","https://openalex.org/W2883395840","https://openalex.org/W2919115771","https://openalex.org/W2963064278","https://openalex.org/W2963426391","https://openalex.org/W2963470893","https://openalex.org/W2963631431","https://openalex.org/W2963873275","https://openalex.org/W2963966020","https://openalex.org/W3098357269","https://openalex.org/W4232884709","https://openalex.org/W4294643831","https://openalex.org/W4301206121","https://openalex.org/W4320013936","https://openalex.org/W6604254268","https://openalex.org/W6611718138","https://openalex.org/W6638010724","https://openalex.org/W6677864018","https://openalex.org/W6679436768","https://openalex.org/W6684191040","https://openalex.org/W6738027021","https://openalex.org/W6746090280","https://openalex.org/W6747683314","https://openalex.org/W6753904365","https://openalex.org/W6765779288"],"related_works":["https://openalex.org/W2511770387","https://openalex.org/W2394363056","https://openalex.org/W3120811337","https://openalex.org/W3208265074","https://openalex.org/W4297097635","https://openalex.org/W2063168418","https://openalex.org/W2384246561","https://openalex.org/W2389436413","https://openalex.org/W2371014880","https://openalex.org/W3213324505"],"abstract_inverted_index":{"Fuzzing":[0],"(Fuzz":[1],"testing)":[2],"can":[3,209],"effectively":[4],"identify":[5],"security":[6,127],"vulnerabilities":[7],"in":[8,143,198],"software":[9],"by":[10,70],"providing":[11],"a":[12,87,119,140,213],"large":[13],"amount":[14],"of":[15,25,59,109,149],"unexpected":[16],"input":[17,61,67,103],"to":[18,36,92,117,122,204],"the":[19,29,57,60,66,102,107,115,145,155,164,174,195],"target":[20],"program.":[21],"An":[22],"important":[23,131],"part":[24],"fuzzing":[26,30,38,46,51,94,124,138],"test":[27,182],"is":[28,114,158,189,217],"data":[31,39,47,52,62,68,104],"generation.":[32,53],"Numerous":[33],"traditional":[34],"methods":[35,196],"generate":[37,93,123],"have":[40],"been":[41,129],"developed,":[42],"such":[43,172],"as":[44,173,180],"model-based":[45],"generation":[48],"and":[49,132,147,177,192,220],"random":[50],"These":[54],"techniques":[55],"require":[56,100],"specification":[58],"format":[63,69],"or":[64],"analyze":[65],"manual":[71],"reverse":[72],"engineering.":[73],"In":[74,163,201],"this":[75,112,187,207],"paper,":[76],"we":[77,166],"introduce":[78],"an":[79,130,168],"approach":[80,188],"using":[81],"Wasserstein":[82],"generative":[83],"adversarial":[84,89],"networks":[85],"(WGANs),":[86],"deep":[88],"learning":[90],"method,":[91],"data.":[95,125],"This":[96],"method":[97,121,157],"does":[98],"not":[99],"defining":[101],"format.":[105],"To":[106],"best":[108],"our":[110,181],"knowledge,":[111],"study":[113],"first":[116],"use":[118,167],"WGAN-based":[120],"Industrial":[126],"has":[128],"pressing":[133],"issue":[134],"globally.":[135],"Network":[136],"protocol":[137,171,176,179],"plays":[139],"significant":[141,159],"role":[142],"ensuring":[144],"safety":[146],"reliability":[148],"industrial":[150,169],"control":[151,170],"systems":[152],"(ICSs).":[153],"Thus,":[154],"proposed":[156],"for":[160],"ICS":[161],"testing.":[162],"experiment,":[165],"Modbus-TCP":[175],"EtherCAT":[178],"target.":[183],"Results":[184],"indicate":[185],"that":[186],"more":[190],"intelligent":[191],"capable":[193],"than":[194],"used":[197],"previous":[199],"studies.":[200],"addition,":[202],"owing":[203],"its":[205],"design,":[206],"model":[208],"be":[210],"trained":[211],"within":[212],"short":[214],"time,":[215],"which":[216],"computationally":[218],"light":[219],"practical.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":5}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
