{"id":"https://openalex.org/W4407828198","doi":"https://doi.org/10.54254/2755-2721/2025.20956","title":"Survey of Research on Network Security Situation Awareness Technology Based on Machine Learning","display_name":"Survey of Research on Network Security Situation Awareness Technology Based on Machine Learning","publication_year":2025,"publication_date":"2025-02-21","ids":{"openalex":"https://openalex.org/W4407828198","doi":"https://doi.org/10.54254/2755-2721/2025.20956"},"language":"en","primary_location":{"id":"doi:10.54254/2755-2721/2025.20956","doi":"https://doi.org/10.54254/2755-2721/2025.20956","is_oa":true,"landing_page_url":"https://doi.org/10.54254/2755-2721/2025.20956","pdf_url":"https://ace.ewapub.com/article/view/20956.pdf","source":{"id":"https://openalex.org/S4387281889","display_name":"Applied and Computational Engineering","issn_l":"2755-2721","issn":["2755-2721","2755-273X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied and Computational Engineering","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ace.ewapub.com/article/view/20956.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109616081","display_name":"Siming Chen","orcid":"https://orcid.org/0000-0002-2690-3588","observed_orcids":["https://orcid.org/0000-0002-2690-3588","https://orcid.org/0009-0006-0040-8323"]},"institutions":[{"id":"https://openalex.org/I52180223","display_name":"Hunan Agricultural University","ror":"https://ror.org/01dzed356","country_code":"CN","type":"education","lineage":["https://openalex.org/I52180223"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Siming Chen","raw_affiliation_strings":["College of Information and Intelligent Science and Technology, Hunan Agricultural University, Changsha, Hunan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Intelligent Science and Technology, Hunan Agricultural University, Changsha, Hunan","institution_ids":["https://openalex.org/I52180223"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5109616081"],"corresponding_institution_ids":["https://openalex.org/I52180223"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01996629,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"117","issue":"1","first_page":"175","last_page":"180"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9980000257492065,"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":0.9980000257492065,"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/T12326","display_name":"Network Packet Processing and Optimization","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T13983","display_name":"Cybersecurity and Information Systems","score":0.0005000000237487257,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/network-security-situation-awareness","display_name":"network security situation awareness","score":0.8389999866485596},{"id":"https://openalex.org/keywords/active-defense","display_name":"active defense","score":0.8560000061988831},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.777999997138977},{"id":"https://openalex.org/keywords/radial-basis-function-neural-network","display_name":"radial basis function neural network","score":0.9300000071525574},{"id":"https://openalex.org/keywords/network-security-situation-assessment","display_name":"network security situation assessment","score":0.671999990940094},{"id":"https://openalex.org/keywords/security-situation-prediction","display_name":"security situation prediction","score":0.7350000143051147}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5163139700889587},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.4622020721435547},{"id":"https://openalex.org/C2778652015","wikidata":"https://www.wikidata.org/wiki/Q7445019","display_name":"Security awareness","level":3,"score":0.41651132702827454},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.37961867451667786},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.348450243473053},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32252204418182373},{"id":"https://openalex.org/C527648132","wikidata":"https://www.wikidata.org/wiki/Q189900","display_name":"Information security","level":2,"score":0.25277724862098694}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.54254/2755-2721/2025.20956","doi":"https://doi.org/10.54254/2755-2721/2025.20956","is_oa":true,"landing_page_url":"https://doi.org/10.54254/2755-2721/2025.20956","pdf_url":"https://ace.ewapub.com/article/view/20956.pdf","source":{"id":"https://openalex.org/S4387281889","display_name":"Applied and Computational Engineering","issn_l":"2755-2721","issn":["2755-2721","2755-273X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied and Computational Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.54254/2755-2721/2025.20956","doi":"https://doi.org/10.54254/2755-2721/2025.20956","is_oa":true,"landing_page_url":"https://doi.org/10.54254/2755-2721/2025.20956","pdf_url":"https://ace.ewapub.com/article/view/20956.pdf","source":{"id":"https://openalex.org/S4387281889","display_name":"Applied and Computational Engineering","issn_l":"2755-2721","issn":["2755-2721","2755-273X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied and Computational Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407828198.pdf","grobid_xml":"https://content.openalex.org/works/W4407828198.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3188962172","https://openalex.org/W2772917594","https://openalex.org/W2360633292","https://openalex.org/W3093785893","https://openalex.org/W2381954448","https://openalex.org/W2012778472","https://openalex.org/W2738227997","https://openalex.org/W2083687613","https://openalex.org/W4376622275","https://openalex.org/W3135167926"],"abstract_inverted_index":{"As":[0],"the":[1,6,8,25,46,51,57,107,110,122,127,133,135,139],"development":[2,149],"of":[3,5,45,53,62,70,103,112,116,126],"progress":[4],"cyberization,":[7],"networking":[9],"environment":[10],"is":[11],"becoming":[12],"increasingly":[13],"complex.":[14],"Therefore,":[15],"normal":[16],"passive":[17],"defense":[18,36],"technology":[19,37],"has":[20,42],"been":[21],"unable":[22],"to":[23,56],"meet":[24],"need":[26],"for":[27,99,147],"basic":[28],"cybersecurity.":[29,54],"Nowadays,":[30],"network":[31,71,77,85],"security":[32,72,78,86],"situational":[33],"awareness":[34],"active":[35],"based":[38,73,81,89,105],"on":[39,74,82,90,106],"machine":[40],"learning":[41],"become":[43],"one":[44],"key":[47],"research":[48],"topics":[49],"in":[50,138],"field":[52,140],"According":[55],"model":[58],"classification,":[59],"three":[60,101,114,128],"types":[61,102,115],"techniques":[63],"will":[64,129,142,151],"be":[65,130,143,152],"discussed":[66],"separately\u2014":[67],"situation":[68,79,87],"analysis":[69],"improved":[75],"SKNet-SVM,":[76],"assessment":[80],"GA-Light":[83],"and":[84,121,124,141],"prediction":[88],"Radial":[91],"Basis":[92],"Function":[93],"neural":[94],"network,":[95],"draw":[96],"schematic":[97,119],"diagrams":[98,120],"these":[100,113],"technologies":[104,117],"literature,":[108],"explain":[109],"workflow":[111],"through":[118],"advantages":[123],"disadvantages":[125],"summarized.":[131],"In":[132],"end,":[134],"current":[136],"flaws":[137],"analyzed.":[144],"Meanwhile,":[145],"suggestions":[146],"future":[148],"directions":[150],"provided.":[153]},"counts_by_year":[],"updated_date":"2026-09-29T14:09:16.559479","created_date":"2025-10-10T00:00:00"}