{"id":"https://openalex.org/W4384705604","doi":"https://doi.org/10.52167/1609-1817-2023-125-2-186-195","title":"NEURAL NETWORK DEVELOPMENT AND TRAINING FOR RECOGNIZING THE STATE OF A DRIVER","display_name":"NEURAL NETWORK DEVELOPMENT AND TRAINING FOR RECOGNIZING THE STATE OF A DRIVER","publication_year":2023,"publication_date":"2023-04-28","ids":{"openalex":"https://openalex.org/W4384705604","doi":"https://doi.org/10.52167/1609-1817-2023-125-2-186-195"},"language":"en","primary_location":{"id":"doi:10.52167/1609-1817-2023-125-2-186-195","doi":"https://doi.org/10.52167/1609-1817-2023-125-2-186-195","is_oa":true,"landing_page_url":"http://dx.doi.org/10.52167/1609-1817-2023-125-2-186-195","pdf_url":"https://vestnik.alt.edu.kz/index.php/journal/article/download/1016/842","source":{"id":"https://openalex.org/S4210207685","display_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u041a\u0430\u0437\u0410\u0422\u041a","issn_l":"1609-1817","issn":["1609-1817","2790-5802"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4387930291","host_organization_name":"Mukhametzhan Tynyshbayev ALT University","host_organization_lineage":["https://openalex.org/I4387930291"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u041a\u0430\u0437\u0410\u0422\u041a","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://vestnik.alt.edu.kz/index.php/journal/article/download/1016/842","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092496403","display_name":"Olga Schwetz","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210117727","display_name":"D. Serikbayev East Kazakhstan State Technical University","ror":"https://ror.org/02xbhbx68","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210117727"]}],"countries":["KZ"],"is_corresponding":true,"raw_author_name":"Olga Schwetz","raw_affiliation_strings":["D. Serikbayev East Kazakhstan Technical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"D. Serikbayev East Kazakhstan Technical University","institution_ids":["https://openalex.org/I4210117727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092496404","display_name":"Bauyrzhan Smakanov","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210117727","display_name":"D. Serikbayev East Kazakhstan State Technical University","ror":"https://ror.org/02xbhbx68","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210117727"]}],"countries":["KZ"],"is_corresponding":true,"raw_author_name":"Bauyrzhan Smakanov","raw_affiliation_strings":["D. Serikbayev East Kazakhstan Technical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"D. Serikbayev East Kazakhstan Technical University","institution_ids":["https://openalex.org/I4210117727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035653596","display_name":"Levente Kovac","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I103356709","display_name":"Obuda University","ror":"https://ror.org/00ax71d21","country_code":"HU","type":"education","lineage":["https://openalex.org/I103356709"]}],"countries":["HU"],"is_corresponding":true,"raw_author_name":"Levente Kovac","raw_affiliation_strings":["\u00d3buda University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u00d3buda University","institution_ids":["https://openalex.org/I103356709"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112962544","display_name":"Gjorgi George","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I103356709","display_name":"Obuda University","ror":"https://ror.org/00ax71d21","country_code":"HU","type":"education","lineage":["https://openalex.org/I103356709"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"Gjorgi George","raw_affiliation_strings":["\u00d3buda University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u00d3buda University","institution_ids":["https://openalex.org/I103356709"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5035653596","https://openalex.org/A5092496403","https://openalex.org/A5092496404"],"corresponding_institution_ids":["https://openalex.org/I103356709","https://openalex.org/I4210117727"],"apc_list":null,"apc_paid":null,"fwci":0.1846,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.45566239,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"125","issue":"2","first_page":"186","last_page":"195"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.8604000210762024,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.8604000210762024,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.07829999923706055,"subfield":{"id":"https://openalex.org/subfields/3307","display_name":"Human Factors and Ergonomics"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.021299999207258224,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/driver-state-recognition","display_name":"driver state recognition","score":0.9110000133514404},{"id":"https://openalex.org/keywords/dangerous-driving-detection","display_name":"dangerous driving detection","score":0.722000002861023},{"id":"https://openalex.org/keywords/driver-monitoring-systems","display_name":"driver monitoring systems","score":0.4970000088214874},{"id":"https://openalex.org/keywords/road-safety","display_name":"road safety","score":0.7039999961853027},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.9240000247955322},{"id":"https://openalex.org/keywords/yawning-detection","display_name":"yawning detection","score":0.7799999713897705},{"id":"https://openalex.org/keywords/video-frame-classification","display_name":"video frame classification","score":0.6359999775886536},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.4580000042915344}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7374184131622314},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.7210378050804138},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6463993787765503},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6276824474334717},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6270093321800232},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.567952036857605},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5625797510147095},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5552414059638977},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44502803683280945},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4449203908443451},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.52167/1609-1817-2023-125-2-186-195","doi":"https://doi.org/10.52167/1609-1817-2023-125-2-186-195","is_oa":true,"landing_page_url":"http://dx.doi.org/10.52167/1609-1817-2023-125-2-186-195","pdf_url":"https://vestnik.alt.edu.kz/index.php/journal/article/download/1016/842","source":{"id":"https://openalex.org/S4210207685","display_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u041a\u0430\u0437\u0410\u0422\u041a","issn_l":"1609-1817","issn":["1609-1817","2790-5802"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4387930291","host_organization_name":"Mukhametzhan Tynyshbayev ALT University","host_organization_lineage":["https://openalex.org/I4387930291"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u041a\u0430\u0437\u0410\u0422\u041a","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.52167/1609-1817-2023-125-2-186-195","doi":"https://doi.org/10.52167/1609-1817-2023-125-2-186-195","is_oa":true,"landing_page_url":"http://dx.doi.org/10.52167/1609-1817-2023-125-2-186-195","pdf_url":"https://vestnik.alt.edu.kz/index.php/journal/article/download/1016/842","source":{"id":"https://openalex.org/S4210207685","display_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u041a\u0430\u0437\u0410\u0422\u041a","issn_l":"1609-1817","issn":["1609-1817","2790-5802"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4387930291","host_organization_name":"Mukhametzhan Tynyshbayev ALT University","host_organization_lineage":["https://openalex.org/I4387930291"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u041a\u0430\u0437\u0410\u0422\u041a","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5378999710083008}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4384705604.pdf","grobid_xml":"https://content.openalex.org/works/W4384705604.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2140097943","https://openalex.org/W2894341424","https://openalex.org/W2908819289","https://openalex.org/W2919609362","https://openalex.org/W3011919746","https://openalex.org/W3030031930","https://openalex.org/W4226407983"],"related_works":["https://openalex.org/W7215333962","https://openalex.org/W4394813633","https://openalex.org/W2291835951","https://openalex.org/W3011251529","https://openalex.org/W4376120426","https://openalex.org/W4410972576","https://openalex.org/W2979972063","https://openalex.org/W4317213314","https://openalex.org/W3197095790","https://openalex.org/W7221232772"],"abstract_inverted_index":{"The":[0,84,118,249],"topic":[1],"of":[2,13,42,57,86,104,115,127,132,139,157,167,198,217,232,244,260,266,285,289,299,304,317],"automated":[3,69],"road":[4,9],"safety":[5],"support":[6],"for":[7,71,100,163],"all":[8,238],"users,":[10],"the":[11,43,52,58,63,73,81,102,116,122,125,128,130,133,137,147,154,159,168,181,192,196,218,229,233,239,242,258,261,264,290,294,305,312],"involvement":[12],"modern":[14],"tools":[15],"and":[16,26,31,55,136,184,210,225,263,269,292,302,314],"advanced":[17],"technologies":[18],"to":[19,65,80,90,110,175,180,189,227,276],"solve":[20],"these":[21],"problems":[22],"is":[23,61,89,173,296],"becoming":[24],"more":[25,27],"popular":[28],"every":[29],"year":[30],"does":[32],"not":[33],"lose":[34],"its":[35],"relevance.":[36],"It":[37,60],"was":[38,203,223],"made":[39],"a":[40,67,92,97,105,108,112,164,170,199,215,220,247,286],"review":[41],"currently":[44],"existing":[45,309],"works":[46],"in":[47],"this":[48,87,318],"area,":[49],"which":[50,76,143,205],"showed":[51],"main":[53],"advantages":[54],"disadvantages":[56],"developments.":[59],"noted":[62],"necessity":[64],"create":[66],"Kazakhstani":[68],"system":[70],"monitoring":[72],"driver's":[74,182],"condition,":[75],"will":[77],"be":[78],"available":[79],"general":[82],"public.":[83],"purpose":[85],"study":[88],"develop":[91],"new":[93,306],"model":[94,307],"based":[95],"on":[96],"neural":[98,140,201,221,251],"network":[99,141,202,222,252],"recognizing":[101],"state":[103,114,231],"person":[106],"driving":[107],"car":[109],"identify":[111],"dangerous":[113,230],"driver.":[117],"paper":[119],"deals":[120],"with":[121,208,308],"following":[123],"issues:":[124],"relevance":[126],"study,":[129,219],"formalization":[131],"recognition":[134,171],"problem":[135],"choice":[138],"architecture,":[142],"most":[144],"successfully":[145],"solves":[146],"problem.":[148],"Separate":[149],"freeze":[150],"frames":[151],"extracted":[152],"from":[153],"video":[155,211],"sequence":[156],"observing":[158],"driver":[160,295],"are":[161,187],"used":[162],"mathematical":[165],"description":[166],"problem,":[169],"function":[172],"built":[174,224],"select":[176],"three":[177],"classes":[178],"corresponding":[179],"state,":[183],"feature":[185],"vectors":[186],"selected":[188],"correctly":[190],"determine":[191],"condition.":[193],"For":[194],"modeling,":[195],"architecture":[197],"convolutional":[200,255],"chosen,":[204],"allows":[206],"working":[207],"images":[209],"data":[212],"streams.":[213],"As":[214],"result":[216],"trained":[226],"recognize":[228],"driver,":[234],"taking":[235],"into":[236,278],"account":[237,279],"factors":[240],"influencing":[241],"process":[243],"identifying":[245],"such":[246,282],"state.":[248],"created":[250],"included":[253],"two":[254,272],"layers":[256,275],"describing":[257],"position":[259],"head":[262],"degree":[265],"eye":[267],"openness,":[268],"also":[270],"added":[271],"fully":[273],"connected":[274],"take":[277],"additional":[280],"parameters,":[281],"as":[283],"time":[284],"day,":[287],"duration":[288],"trip,":[291],"whether":[293],"yawning.":[297],"Evaluation":[298],"modeling":[300],"accuracy":[301],"comparison":[303],"ones":[310],"shows":[311],"novelty":[313],"practical":[315],"significance":[316],"work.":[319]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-07T09:51:55.459714","created_date":"2023-07-20T00:00:00"}