{"id":"https://openalex.org/W4396860116","doi":"https://doi.org/10.25140/2411-5363-2024-1(35)-135-145","title":"NEURAL NETWORKS IN DETECTING ATTACKS ON DISTRIBUTED SYSTEMS","display_name":"NEURAL NETWORKS IN DETECTING ATTACKS ON DISTRIBUTED SYSTEMS","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4396860116","doi":"https://doi.org/10.25140/2411-5363-2024-1(35)-135-145"},"language":"en","primary_location":{"id":"doi:10.25140/2411-5363-2024-1(35)-135-145","doi":"https://doi.org/10.25140/2411-5363-2024-1(35)-135-145","is_oa":true,"landing_page_url":"http://dx.doi.org/10.25140/2411-5363-2024-1(35)-135-145","pdf_url":null,"source":{"id":"https://openalex.org/S4210175382","display_name":"TECHNICAL SCIENCES AND TECHNOLOGIES","issn_l":"2411-5363","issn":["2411-5363","2519-4569"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4404661818","host_organization_name":"Chernihiv Polytechnic National University","host_organization_lineage":["https://openalex.org/P4404661818"],"host_organization_lineage_names":["Chernihiv Polytechnic National University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TECHNICAL SCIENCES AND TECHNOLOGIES","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://dx.doi.org/10.25140/2411-5363-2024-1(35)-135-145","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059629201","display_name":"Artem Volokyta","orcid":"https://orcid.org/0000-0001-9069-5544","observed_orcids":["https://orcid.org/0000-0001-9069-5544"]},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Artem Volokyta","raw_affiliation_strings":["\u041d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0423\u043a\u0440\u0430\u0457\u043d\u0438 \u00ab\u041a\u0438\u0457\u0432\u0441\u044c\u043a\u0438\u0439 \u043f\u043e\u043b\u0456\u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0439 \u0456\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u0456\u043c\u0435\u043d\u0456 \u0406\u0433\u043e\u0440\u044f \u0421\u0456\u043a\u043e\u0440\u0441\u044c\u043a\u043e\u0433\u043e\u00bb"],"raw_orcid":"https://orcid.org/0000-0001-9069-5544","affiliations":[{"raw_affiliation_string":"\u041d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0423\u043a\u0440\u0430\u0457\u043d\u0438 \u00ab\u041a\u0438\u0457\u0432\u0441\u044c\u043a\u0438\u0439 \u043f\u043e\u043b\u0456\u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0439 \u0456\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u0456\u043c\u0435\u043d\u0456 \u0406\u0433\u043e\u0440\u044f \u0421\u0456\u043a\u043e\u0440\u0441\u044c\u043a\u043e\u0433\u043e\u00bb","institution_ids":["https://openalex.org/I202483615"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5097928842","display_name":"\u041c\u0438\u043a\u0438\u0442\u0430 \u041c\u0415\u041b\u0415\u041d\u0427\u0423\u041a\u041e\u0412","orcid":"https://orcid.org/0009-0005-6615-4306","observed_orcids":["https://orcid.org/0009-0005-6615-4306"]},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Mykyta Melenchukov","raw_affiliation_strings":["\u041d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0423\u043a\u0440\u0430\u0457\u043d\u0438 \u00ab\u041a\u0438\u0457\u0432\u0441\u044c\u043a\u0438\u0439 \u043f\u043e\u043b\u0456\u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0439 \u0456\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u0456\u043c\u0435\u043d\u0456 \u0406\u0433\u043e\u0440\u044f \u0421\u0456\u043a\u043e\u0440\u0441\u044c\u043a\u043e\u0433\u043e\u00bb"],"raw_orcid":"https://orcid.org/0009-0005-6615-4306","affiliations":[{"raw_affiliation_string":"\u041d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0423\u043a\u0440\u0430\u0457\u043d\u0438 \u00ab\u041a\u0438\u0457\u0432\u0441\u044c\u043a\u0438\u0439 \u043f\u043e\u043b\u0456\u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0439 \u0456\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u0456\u043c\u0435\u043d\u0456 \u0406\u0433\u043e\u0440\u044f \u0421\u0456\u043a\u043e\u0440\u0441\u044c\u043a\u043e\u0433\u043e\u00bb","institution_ids":["https://openalex.org/I202483615"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I202483615"],"apc_list":null,"apc_paid":null,"fwci":0.5172,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.60776816,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":null,"issue":"1(35)","first_page":"135","last_page":"145"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9994999766349792,"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/T10400","display_name":"Network Security and Intrusion Detection","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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.00019999999494757503,"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/T12391","display_name":"Artificial Immune Systems Applications","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cyberattack-detection","display_name":"cyberattack detection","score":0.8309999704360962},{"id":"https://openalex.org/keywords/distributed-systems-security","display_name":"distributed systems security","score":0.8230000138282776},{"id":"https://openalex.org/keywords/intrusion-detection","display_name":"intrusion detection","score":0.8870000243186951},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.8870000243186951},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"anomaly detection","score":0.8920000195503235},{"id":"https://openalex.org/keywords/machine-learning-for-security","display_name":"machine learning for security","score":0.5809999704360962},{"id":"https://openalex.org/keywords/sql-injection","display_name":"SQL injection","score":0.5249999761581421},{"id":"https://openalex.org/keywords/ddos-attacks","display_name":"DDoS attacks","score":0.9810000061988831},{"id":"https://openalex.org/keywords/false-positive-reduction","display_name":"false positive reduction","score":0.5709999799728394},{"id":"https://openalex.org/keywords/data-preprocessing","display_name":"data preprocessing","score":0.32600000500679016},{"id":"https://openalex.org/keywords/network-traffic-analysis","display_name":"network traffic analysis","score":0.6029999852180481},{"id":"https://openalex.org/keywords/multi-layered-defense","display_name":"multi-layered defense","score":0.5979999899864197}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8032405376434326},{"id":"https://openalex.org/C150451098","wikidata":"https://www.wikidata.org/wiki/Q506059","display_name":"SQL injection","level":5,"score":0.6303209662437439},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.6108010411262512},{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.6073914170265198},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.5729857683181763},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5006375312805176},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.4431668817996979},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.4182204604148865},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37733450531959534},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3686109781265259},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","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},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C97854310","wikidata":"https://www.wikidata.org/wiki/Q19541","display_name":"Search engine","level":2,"score":0.0},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.0},{"id":"https://openalex.org/C164120249","wikidata":"https://www.wikidata.org/wiki/Q995982","display_name":"Web search query","level":3,"score":0.0},{"id":"https://openalex.org/C194222762","wikidata":"https://www.wikidata.org/wiki/Q114486","display_name":"Query by Example","level":4,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.25140/2411-5363-2024-1(35)-135-145","doi":"https://doi.org/10.25140/2411-5363-2024-1(35)-135-145","is_oa":true,"landing_page_url":"http://dx.doi.org/10.25140/2411-5363-2024-1(35)-135-145","pdf_url":null,"source":{"id":"https://openalex.org/S4210175382","display_name":"TECHNICAL SCIENCES AND TECHNOLOGIES","issn_l":"2411-5363","issn":["2411-5363","2519-4569"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4404661818","host_organization_name":"Chernihiv Polytechnic National University","host_organization_lineage":["https://openalex.org/P4404661818"],"host_organization_lineage_names":["Chernihiv Polytechnic National University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TECHNICAL SCIENCES AND TECHNOLOGIES","raw_type":"journal-article"},{"id":"pmh:oai:ojs.journals.uran.ua:article/302758","doi":null,"is_oa":true,"landing_page_url":"http://tst.stu.cn.ua/article/view/302758","pdf_url":null,"source":{"id":"https://openalex.org/S4210228265","display_name":"The Scientific Issues of Ternopil Volodymyr Hnatiuk National Pedagogical University Series pedagogy","issn_l":"2311-6382","issn":["2311-6382","2415-3605"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus"],"host_organization":"https://openalex.org/P4310322067","host_organization_name":"Ternopil Volodymyr Hnatiuk National Pedagogical University","host_organization_lineage":["https://openalex.org/P4310322067"],"host_organization_lineage_names":["Ternopil Volodymyr Hnatiuk National Pedagogical University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Technical sciences and technology; No. 1 (35) (2024): TECHNICAL SCIENCES AND TECHNOLOGIES; 135-145","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.25140/2411-5363-2024-1(35)-135-145","doi":"https://doi.org/10.25140/2411-5363-2024-1(35)-135-145","is_oa":true,"landing_page_url":"http://dx.doi.org/10.25140/2411-5363-2024-1(35)-135-145","pdf_url":null,"source":{"id":"https://openalex.org/S4210175382","display_name":"TECHNICAL SCIENCES AND TECHNOLOGIES","issn_l":"2411-5363","issn":["2411-5363","2519-4569"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4404661818","host_organization_name":"Chernihiv Polytechnic National University","host_organization_lineage":["https://openalex.org/P4404661818"],"host_organization_lineage_names":["Chernihiv Polytechnic National University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TECHNICAL SCIENCES AND TECHNOLOGIES","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W9657784","https://openalex.org/W433644524","https://openalex.org/W1945616565","https://openalex.org/W2110106247","https://openalex.org/W2174868984","https://openalex.org/W2206700814","https://openalex.org/W2243397390","https://openalex.org/W2281706614","https://openalex.org/W2516574342","https://openalex.org/W2536353943","https://openalex.org/W2618043096","https://openalex.org/W2619203976","https://openalex.org/W2787496614","https://openalex.org/W2793165286","https://openalex.org/W2799941355","https://openalex.org/W2840169530","https://openalex.org/W2890624031","https://openalex.org/W2949311987","https://openalex.org/W3004678047","https://openalex.org/W3016266335","https://openalex.org/W3021340315","https://openalex.org/W3032021129","https://openalex.org/W3092771185","https://openalex.org/W3113061480","https://openalex.org/W3119802848","https://openalex.org/W3135442688","https://openalex.org/W3160455160","https://openalex.org/W4281489146","https://openalex.org/W4313558385","https://openalex.org/W4383955378"],"related_works":["https://openalex.org/W7216859013","https://openalex.org/W2930010989","https://openalex.org/W7213442359","https://openalex.org/W4405504884","https://openalex.org/W7169515029","https://openalex.org/W7155165326","https://openalex.org/W3141684916","https://openalex.org/W4321349076","https://openalex.org/W7218274097","https://openalex.org/W6999837570"],"abstract_inverted_index":{"Modern":[0],"challenges":[1],"in":[2,18,52,137,173,201,213,230,325,399],"processing":[3],"vast":[4],"amounts":[5],"of":[6,13,36,45,89,95,103,106,128,133,140,146,175,193,204,210,242,250,270,288,331,365,367,372,379,387,394,409],"data":[7,118,260,301],"are":[8,68,347],"solved":[9],"with":[10,353],"the":[11,25,91,104,141,144,158,190,199,202,208,232,240,248,267,286,315,326,373,377,385,401,407],"help":[12],"complex":[14],"distributed":[15,196],"systems,":[16],"which":[17,51,80],"turn":[19],"require":[20],"cyber":[21,129],"protection,":[22],"that":[23,111,311,337,345,349],"has":[24,308,343],"instruments":[26],"for":[27,223,235,304,356,375],"managing":[28],"security":[29],"riskssuch":[30],"as":[31,149],"information":[32,205],"acquisition,":[33],"espionage,":[34],"reduction":[35,393],"system":[37,142,395],"productivity,":[38],"etc.":[39],"This":[40,163],"article":[41],"provides":[42],"an":[43,219,339],"overview":[44,371],"some":[46],"approaches":[47,64],"to":[48,65,71,116,157,255,266,275,284,319,362],"detecting":[49,237],"cyberattacks,":[50],"particular":[53],"use":[54,132,209,338,408],"machine":[55,74,211,291,323,334],"learning.":[56],"Their":[57],"advantages,":[58],"disadvantages,":[59],"work":[60],"methods,":[61],"vulnerabilities,":[62],"and":[63,87,93,161,198,246,294,302,306,406],"their":[66,251],"protection":[67,380],"given.":[69],"Approaches":[70],"using":[72,289,322],"various":[73,120,388],"learning":[75,212,292,324],"modelsfor":[76],"pre-processing":[77],"input":[78,300],"data,":[79,405],"is":[81,109,113,217,261,281,314],"subsequently":[82],"analyzed":[83],"by":[84,167,179],"intrusion":[85],"detectors,":[86],"ways":[88],"improving":[90,247],"accuracy":[92,249,305],"effectiveness":[94],"cyberattack":[96],"identification":[97],"were":[98],"also":[99],"investigated.As":[100],"a":[101,114,184,262,282],"result":[102],"analysis":[105],"research,":[107],"it":[108],"shown":[110,344],"there":[112,346],"need":[115,283],"combine":[117],"from":[119],"attack":[121,134,214,244],"detection":[122,135,145,215,313,341],"systems":[123,136,197,216,381],"used":[124],"at":[125],"different":[126,138],"layers":[127,139],"defense.":[130],"The":[131,253],"allows":[143],"such":[147],"attacks":[148,194,276,321,332,359],"SQL":[150,176],"insertion,":[151,177],"obtaining":[152],"administrator":[153],"rights,":[154],"acquiring":[155],"access":[156],"node,":[159],"DDoS,":[160],"Probe.":[162],"can":[164,227,350,360],"be":[165,228,351],"done":[166],"analyzing":[168],"logs,":[169],"or":[170,178],"network":[171,368],"packets":[172],"case":[174],"monitoring":[180],"Internet":[181],"traffic":[182],"during":[183,390],"DDoS":[185],"attack.":[186],"Taking":[187],"into":[188],"account":[189],"growing":[191],"variety":[192],"on":[195,258,277,298,403],"increase":[200],"amount":[203],"being":[206],"processed,":[207],"becoming":[218],"increasingly":[220],"attractive":[221],"direction":[222],"study.":[224],"Artificial":[225],"intelligence":[226],"involved":[229],"selecting":[231],"necessary":[233],"features":[234],"analysis,":[236],"interven-tions,":[238],"reducing":[239],"level":[241],"false":[243],"detections,":[245],"recognition.":[252],"ability":[254],"retrainthe":[256],"model":[257,402],"new":[259],"significant":[263],"advantage":[264],"due":[265],"small":[268],"number":[269],"available":[271,299],"test":[272],"datasets":[273],"dedicated":[274],"dis-tributed":[278],"systems.":[279],"There":[280],"investigate":[285],"feasibility":[287],"certain":[290],"models":[293],"neural":[295],"networks,":[296],"based":[297],"requirements":[303],"speed.It":[307],"been":[309],"determined":[310],"anomaly":[312,340],"most":[316],"common":[317],"approach":[318,342],"recognizing":[320],"commercial":[327],"product":[328],"market.":[329],"Analysis":[330],"against":[333],"learning-based":[335],"defenses":[336],"weaknesses":[348],"minimized":[352],"additional":[354],"protection;":[355],"example,":[357],"time-distributed":[358],"adapt":[361],"acceptable":[363],"ranges":[364],"deviation":[366],"indicators.":[369],"An":[370],"mechanisms":[374],"ensuring":[376],"resistance":[378],"tosuch":[382],"influences,":[383],"including":[384],"addition":[386],"noises":[389],"training,":[391],"range":[392],"parameter":[396],"values,":[397],"variations":[398],"retraining":[400],"misleading":[404],"special":[410],"classifiers,":[411],"was":[412],"performed":[413]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2024-05-14T00:00:00"}