{"id":"https://openalex.org/W3135011374","doi":"https://doi.org/10.1109/access.2021.3063671","title":"Research on Intrusion Detection Based on Particle Swarm Optimization in IoT","display_name":"Research on Intrusion Detection Based on Particle Swarm Optimization in IoT","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3135011374","doi":"https://doi.org/10.1109/access.2021.3063671","mag":"3135011374"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3063671","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3063671","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09367134.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/ielx7/6287639/9312710/09367134.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077797842","display_name":"Jingyu Liu","orcid":"https://orcid.org/0000-0002-2830-0908"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210120842","display_name":"Shenyang Institute of Computing Technology (China)","ror":"https://ror.org/02xqp7x96","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210120842"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingyu Liu","raw_affiliation_strings":["Liaoning Key Laboratory of Domestic Industrial Control Platform Technology on Basic Hardware & Software, China","School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","Shenyang Institute of Computing Technology, Chinese Academy of Sciences, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-2830-0908","affiliations":[{"raw_affiliation_string":"Liaoning Key Laboratory of Domestic Industrial Control Platform Technology on Basic Hardware & Software, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Shenyang Institute of Computing Technology, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I4210120842","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101749676","display_name":"Dongsheng Yang","orcid":"https://orcid.org/0000-0003-3065-2352"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210120842","display_name":"Shenyang Institute of Computing Technology (China)","ror":"https://ror.org/02xqp7x96","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210120842"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongsheng Yang","raw_affiliation_strings":["Liaoning Key Laboratory of Domestic Industrial Control Platform Technology on Basic Hardware & Software, China","Shenyang Institute of Computing Technology, Chinese Academy of Sciences, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Key Laboratory of Domestic Industrial Control Platform Technology on Basic Hardware & Software, China","institution_ids":[]},{"raw_affiliation_string":"Shenyang Institute of Computing Technology, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I4210120842","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048254745","display_name":"Mengjia Lian","orcid":"https://orcid.org/0009-0007-6184-5807"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210120842","display_name":"Shenyang Institute of Computing Technology (China)","ror":"https://ror.org/02xqp7x96","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210120842"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengjia Lian","raw_affiliation_strings":["Liaoning Key Laboratory of Domestic Industrial Control Platform Technology on Basic Hardware & Software, China","School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","Shenyang Institute of Computing Technology, Chinese Academy of Sciences, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Key Laboratory of Domestic Industrial Control Platform Technology on Basic Hardware & Software, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Shenyang Institute of Computing Technology, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I4210120842","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006164680","display_name":"Mingshi Li","orcid":"https://orcid.org/0000-0001-5689-5091"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210120842","display_name":"Shenyang Institute of Computing Technology (China)","ror":"https://ror.org/02xqp7x96","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210120842"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingshi Li","raw_affiliation_strings":["Liaoning Key Laboratory of Domestic Industrial Control Platform Technology on Basic Hardware & Software, China","School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","Shenyang Institute of Computing Technology, Chinese Academy of Sciences, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Key Laboratory of Domestic Industrial Control Platform Technology on Basic Hardware & Software, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Shenyang Institute of Computing Technology, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I4210120842","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":15.8732,"has_fulltext":true,"cited_by_count":148,"citation_normalized_percentile":{"value":0.99383449,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"9","issue":null,"first_page":"38254","last_page":"38268"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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":1.0,"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":0.9998000264167786,"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":0.9991999864578247,"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":0.8293175101280212},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.8106256723403931},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.6399911642074585},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5321853160858154},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.45914244651794434},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4577054977416992},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.441714882850647},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3819870054721832},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33988282084465027},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2359490990638733}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8293175101280212},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.8106256723403931},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.6399911642074585},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5321853160858154},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.45914244651794434},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4577054977416992},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.441714882850647},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3819870054721832},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33988282084465027},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2359490990638733},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2021.3063671","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3063671","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09367134.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3cf42aea73854b5ea1af8108a056dec7","is_oa":true,"landing_page_url":"https://doaj.org/article/3cf42aea73854b5ea1af8108a056dec7","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 38254-38268 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3063671","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3063671","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09367134.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3135011374.pdf","grobid_xml":"https://content.openalex.org/works/W3135011374.grobid-xml"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W42722137","https://openalex.org/W1678356000","https://openalex.org/W1862456835","https://openalex.org/W1884606608","https://openalex.org/W1964176984","https://openalex.org/W1970088130","https://openalex.org/W1987356990","https://openalex.org/W1988953496","https://openalex.org/W1995678176","https://openalex.org/W2017380649","https://openalex.org/W2049058890","https://openalex.org/W2078677900","https://openalex.org/W2101234009","https://openalex.org/W2102661631","https://openalex.org/W2105103777","https://openalex.org/W2122641792","https://openalex.org/W2132870739","https://openalex.org/W2152195021","https://openalex.org/W2164720736","https://openalex.org/W2169654335","https://openalex.org/W2267339884","https://openalex.org/W2279785795","https://openalex.org/W2295598076","https://openalex.org/W2296509296","https://openalex.org/W2334853001","https://openalex.org/W2428379628","https://openalex.org/W2543580944","https://openalex.org/W2557450880","https://openalex.org/W2562908385","https://openalex.org/W2595327353","https://openalex.org/W2599306383","https://openalex.org/W2618984630","https://openalex.org/W2619560268","https://openalex.org/W2738457071","https://openalex.org/W2740755977","https://openalex.org/W2767514946","https://openalex.org/W2768348081","https://openalex.org/W2791869553","https://openalex.org/W2804368608","https://openalex.org/W2890645737","https://openalex.org/W2891214000","https://openalex.org/W2892077825","https://openalex.org/W2892556724","https://openalex.org/W2902805725","https://openalex.org/W2913330314","https://openalex.org/W2919782006","https://openalex.org/W2930411433","https://openalex.org/W2995068181","https://openalex.org/W3008128868","https://openalex.org/W3018495625","https://openalex.org/W3023906497","https://openalex.org/W3024905798","https://openalex.org/W3033213260","https://openalex.org/W3102476541","https://openalex.org/W6639223989","https://openalex.org/W6647628985","https://openalex.org/W6675354045","https://openalex.org/W6684680112","https://openalex.org/W6684920382","https://openalex.org/W6695404774","https://openalex.org/W6738824078","https://openalex.org/W6745609711"],"related_works":["https://openalex.org/W4311097251","https://openalex.org/W4245926026","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4361251261","https://openalex.org/W2389214306","https://openalex.org/W2241146626"],"abstract_inverted_index":{"With":[0],"the":[1,4,8,20,35,71,77,84,97,116,127,130,152,161],"advent":[2],"of":[3,10,22,34,37,45,76,86,129],"\u201cInternet":[5,36],"plus\u201d":[6],"era,":[7],"Internet":[9],"Things":[11],"(IoT)":[12],"is":[13,25,39,60,123,148,165],"gradually":[14],"penetrating":[15],"into":[16,135],"various":[17,55,173],"fields,":[18],"and":[19,43,48,74,90,99,132,141,184],"scale":[21],"its":[23],"equipment":[24],"also":[26],"showing":[27],"an":[28,65],"explosive":[29],"growth":[30],"trend.":[31],"The":[32,41,145,156],"age":[33],"Everything\u201d":[38],"coming.":[40],"integration":[42],"diversification":[44],"IoT":[46,51,101],"terminals":[47],"applications":[49],"make":[50],"more":[52],"vulnerable":[53],"to":[54,63,96,125,139,150],"intrusion":[56,66,80,117,153],"attacks.":[57],"Therefore,":[58],"it":[59,134],"particularly":[61],"important":[62],"design":[64],"detection":[67,81,88,154],"model":[68,162],"that":[69,160],"guarantees":[70],"security,":[72],"integrity":[73],"reliability":[75],"IoT.":[78],"Traditional":[79],"technology":[82],"has":[83],"disadvantages":[85],"low":[87],"rate":[89],"poor":[91],"scalability,":[92],"which":[93],"cannot":[94],"adapt":[95],"complex":[98],"changeable":[100],"environment.":[102],"In":[103,119],"this":[104,120],"paper,":[105],"we":[106,163],"propose":[107,164],"a":[108],"particle":[109],"swarm":[110],"optimization-based":[111],"gradient":[112],"descent":[113],"(PSO-LightGBM)":[114],"for":[115],"detection.":[118],"method,":[121],"PSO-LightGBM":[122],"used":[124],"extract":[126],"features":[128],"data":[131,179],"inputs":[133],"one-class":[136],"SVM":[137],"(OCSVM)":[138],"discover":[140],"identify":[142],"malicious":[143,174],"data.":[144],"UNSW-NB15":[146],"dataset":[147],"applied":[149],"verify":[151],"model.":[155],"experimental":[157],"results":[158],"show":[159],"very":[166],"robust":[167],"in":[168],"detecting":[169],"either":[170],"normal":[171],"or":[172],"data,":[175],"especially":[176],"small":[177],"sample":[178],"such":[180],"as":[181],"Backdoor,":[182],"Shellcode":[183],"Worms.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":40},{"year":2024,"cited_by_count":40},{"year":2023,"cited_by_count":35},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":6}],"updated_date":"2026-06-12T08:23:45.883708","created_date":"2025-10-10T00:00:00"}
