{"id":"https://openalex.org/W4413182105","doi":"https://doi.org/10.1142/s0218001425510218","title":"Design of Comprehensive Experimental Scheme for Cyberspace Security Teaching Based on SDN and Machine Learning","display_name":"Design of Comprehensive Experimental Scheme for Cyberspace Security Teaching Based on SDN and Machine Learning","publication_year":2025,"publication_date":"2025-08-13","ids":{"openalex":"https://openalex.org/W4413182105","doi":"https://doi.org/10.1142/s0218001425510218"},"language":"en","primary_location":{"id":"doi:10.1142/s0218001425510218","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001425510218","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","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/A5101534722","display_name":"Heng He","orcid":"https://orcid.org/0000-0002-0041-2369"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Heng He","raw_affiliation_strings":["Hubei Province Key Laboratory of Intelligent Information, Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","School of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Hubei Province Key Laboratory of Intelligent Information, Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"School of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I43922553","https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qin Xu","orcid":"https://orcid.org/0009-0005-8102-0701"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qin Xu","raw_affiliation_strings":["Hubei Province Key Laboratory of Intelligent Information, Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","School of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Hubei Province Key Laboratory of Intelligent Information, Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"School of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I43922553","https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057874044","display_name":"Yazhou Song","orcid":null},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yazhou Song","raw_affiliation_strings":["Hubei Province Key Laboratory of Intelligent Information, Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","School of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Hubei Province Key Laboratory of Intelligent Information, Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"School of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I43922553","https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zeng Peng","orcid":"https://orcid.org/0009-0008-7263-5204"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeng Peng","raw_affiliation_strings":["Hubei Province Key Laboratory of Intelligent Information, Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","School of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Hubei Province Key Laboratory of Intelligent Information, Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"School of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I43922553","https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rui Qiao","orcid":"https://orcid.org/0000-0003-3003-7341"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Qiao","raw_affiliation_strings":["Hubei Province Key Laboratory of Intelligent Information, Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","School of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Hubei Province Key Laboratory of Intelligent Information, Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"School of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan, Hubei 430065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I43922553","https://openalex.org/I196699116"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003577517","display_name":"Xiaohu Zhou","orcid":"https://orcid.org/0000-0001-7616-6195"},"institutions":[{"id":"https://openalex.org/I176134282","display_name":"Guilin Medical University","ror":"https://ror.org/000prga03","country_code":"CN","type":"education","lineage":["https://openalex.org/I176134282"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohu Zhou","raw_affiliation_strings":["School of Humanities and Management, Guilin Medical University, Guilin, Guangxi 541100, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Humanities and Management, Guilin Medical University, Guilin, Guangxi 541100, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I176134282"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101534722"],"corresponding_institution_ids":["https://openalex.org/I196699116","https://openalex.org/I43922553"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2223119,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"39","issue":"14","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9994999766349792,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9994999766349792,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9986000061035156,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.9803000092506409,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cyberspace","display_name":"Cyberspace","score":0.8639049530029297},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.7720716595649719},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7421378493309021},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5600292086601257},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.440992534160614},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4151776432991028},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.33144089579582214},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.2884097695350647},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.20606964826583862},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08220794796943665}],"concepts":[{"id":"https://openalex.org/C2781241145","wikidata":"https://www.wikidata.org/wiki/Q204606","display_name":"Cyberspace","level":3,"score":0.8639049530029297},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.7720716595649719},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7421378493309021},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5600292086601257},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.440992534160614},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4151776432991028},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.33144089579582214},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.2884097695350647},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.20606964826583862},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08220794796943665},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218001425510218","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001425510218","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","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":43,"referenced_works":["https://openalex.org/W2079145130","https://openalex.org/W2131087864","https://openalex.org/W2147118406","https://openalex.org/W2299450638","https://openalex.org/W2518739985","https://openalex.org/W2752251638","https://openalex.org/W2884204879","https://openalex.org/W2912378265","https://openalex.org/W2912717503","https://openalex.org/W2973528622","https://openalex.org/W2989255594","https://openalex.org/W3005097670","https://openalex.org/W3044199010","https://openalex.org/W3095315490","https://openalex.org/W3102091066","https://openalex.org/W3117819143","https://openalex.org/W3120450981","https://openalex.org/W3140673104","https://openalex.org/W3144411758","https://openalex.org/W3156903304","https://openalex.org/W3161771982","https://openalex.org/W3211772915","https://openalex.org/W4206814597","https://openalex.org/W4210697956","https://openalex.org/W4300658574","https://openalex.org/W4367279951","https://openalex.org/W4377227346","https://openalex.org/W4384346530","https://openalex.org/W4389914878","https://openalex.org/W4390668925","https://openalex.org/W4391068874","https://openalex.org/W4391095512","https://openalex.org/W4391151732","https://openalex.org/W4391707528","https://openalex.org/W4393010879","https://openalex.org/W4399469714","https://openalex.org/W4402897110","https://openalex.org/W4403577402","https://openalex.org/W4405199128","https://openalex.org/W4407130045","https://openalex.org/W4408280903","https://openalex.org/W4409173658","https://openalex.org/W4411694893"],"related_works":["https://openalex.org/W2368745349","https://openalex.org/W3167675181","https://openalex.org/W2372005904","https://openalex.org/W144012884","https://openalex.org/W2360897455","https://openalex.org/W2131575257","https://openalex.org/W2377660959","https://openalex.org/W4251169878","https://openalex.org/W2810589793","https://openalex.org/W2527886746"],"abstract_inverted_index":{"Nowadays,":[0],"the":[1,44,64,95,155,163,186,198],"cyberspace":[2,37,51,69,167],"security":[3,38,52,178],"industry":[4],"has":[5,140],"been":[6],"booming,":[7],"and":[8,29,40,82,91,116,119,148,180,189,192],"there":[9],"is":[10,23,98],"an":[11],"urgent":[12],"need":[13],"for":[14,162,197],"excellent":[15,195],"technical":[16],"talents":[17,196],"in":[18,50,57,94,100],"related":[19,137],"fields.":[20],"Thus,":[21],"it":[22,42],"necessary":[24],"to":[25,35,43,73,111,128],"design":[26],"a":[27,77,102,120,124,158],"comprehensive":[28,159],"practical":[30],"simulation":[31],"experimental":[32,160],"scheme":[33,161],"oriented":[34],"important":[36],"issues,":[39],"apply":[41],"teaching":[45],"process":[46],"of":[47,63,166,175],"core":[48,164],"courses":[49,165],"discipline.":[53],"Currently,":[54],"DDoS":[55,80],"attacks":[56,115],"cloud":[58,96],"environment":[59],"have":[60],"become":[61],"one":[62],"thorny":[65],"issues":[66],"faced":[67],"by":[68],"security.":[70],"In":[71],"order":[72],"solve":[74],"this":[75],"issue,":[76],"novel":[78],"collaborative":[79],"detection":[81,103,146],"mitigation":[83,121],"system":[84,156],"based":[85,182],"on":[86,183],"software":[87],"defined":[88],"network":[89,177],"(SDN)":[90],"machine":[92],"learning":[93],"(DDMS)":[97],"designed,":[99],"which":[101,169],"module":[104,122],"combines":[105],"CBF":[106],"method":[107,110],"with":[108,136,173],"DNN":[109],"handle":[112],"both":[113],"flooding":[114],"low-rate":[117],"attacks,":[118],"establishes":[123],"distributed":[125],"multi-controller":[126],"architecture":[127],"make":[129],"multiple":[130],"SDN":[131],"controllers":[132],"work":[133],"collaboratively.":[134],"Compared":[135],"schemes,":[138],"DDMS":[139],"faster":[141],"data":[142],"processing":[143],"speed,":[144],"higher":[145],"accuracy,":[147],"lower":[149],"computational":[150],"overhead.":[151],"Consequently,":[152],"we":[153],"use":[154],"as":[157],"security,":[168],"can":[170],"equip":[171],"students":[172],"technologies":[174],"advanced":[176],"attack":[179],"defense":[181],"SDN,":[184],"develop":[185],"students\u2019":[187],"innovation":[188],"practice":[190],"ability,":[191],"then":[193],"cultivate":[194],"industry.":[199]},"counts_by_year":[],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}