{"id":"https://openalex.org/W4416918253","doi":"https://doi.org/10.3390/bdcc9120304","title":"Development of Traffic Rules Training Platform Using LLMs and Cloud Video Streaming","display_name":"Development of Traffic Rules Training Platform Using LLMs and Cloud Video Streaming","publication_year":2025,"publication_date":"2025-11-30","ids":{"openalex":"https://openalex.org/W4416918253","doi":"https://doi.org/10.3390/bdcc9120304"},"language":"en","primary_location":{"id":"doi:10.3390/bdcc9120304","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9120304","pdf_url":null,"source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/bdcc9120304","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005074377","display_name":"Artem Kazarian","orcid":"https://orcid.org/0000-0002-6883-0233"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":true,"raw_author_name":"Artem Kazarian","raw_affiliation_strings":["Department of Automated Control Systems, Computer Science and Information Technologies Institute, Lviv Polytechnic National University, 79013 Lviv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Automated Control Systems, Computer Science and Information Technologies Institute, Lviv Polytechnic National University, 79013 Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009578309","display_name":"Vasyl Teslyuk","orcid":"https://orcid.org/0000-0002-5974-9310"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Vasyl Teslyuk","raw_affiliation_strings":["Department of Automated Control Systems, Computer Science and Information Technologies Institute, Lviv Polytechnic National University, 79013 Lviv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Automated Control Systems, Computer Science and Information Technologies Institute, Lviv Polytechnic National University, 79013 Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086209954","display_name":"Oleh Berezsky","orcid":"https://orcid.org/0000-0001-9931-4154"},"institutions":[{"id":"https://openalex.org/I160977438","display_name":"West Ukrainian National University","ror":"https://ror.org/047988g19","country_code":"UA","type":"education","lineage":["https://openalex.org/I160977438"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Oleh Berezsky","raw_affiliation_strings":["Department of Computer Engineering, West Ukrainian National University, Lviviska, 11, 46003 Ternopil, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, West Ukrainian National University, Lviviska, 11, 46003 Ternopil, Ukraine","institution_ids":["https://openalex.org/I160977438"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062532429","display_name":"Oleh Pitsun","orcid":"https://orcid.org/0000-0003-0280-8786"},"institutions":[{"id":"https://openalex.org/I160977438","display_name":"West Ukrainian National University","ror":"https://ror.org/047988g19","country_code":"UA","type":"education","lineage":["https://openalex.org/I160977438"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Oleh Pitsun","raw_affiliation_strings":["Department of Computer Engineering, West Ukrainian National University, Lviviska, 11, 46003 Ternopil, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, West Ukrainian National University, Lviviska, 11, 46003 Ternopil, Ukraine","institution_ids":["https://openalex.org/I160977438"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5005074377"],"corresponding_institution_ids":["https://openalex.org/I98435010"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.41709539,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"9","issue":"12","first_page":"304","last_page":"304"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10648","display_name":"Virtual Reality Applications and Impacts","score":0.0640999972820282,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10648","display_name":"Virtual Reality Applications and Impacts","score":0.0640999972820282,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.05889999866485596,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T10524","display_name":"Traffic control and management","score":0.04360000044107437,"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/modular-design","display_name":"Modular design","score":0.5745999813079834},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.5443000197410583},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5414999723434448},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5128999948501587},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"Virtual reality","score":0.45410001277923584},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.40400001406669617},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.38989999890327454},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.3856000006198883},{"id":"https://openalex.org/keywords/component-object-model","display_name":"Component Object Model","score":0.34060001373291016}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6809999942779541},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.5745999813079834},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.5443000197410583},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5414999723434448},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5128999948501587},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.5098000168800354},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.45410001277923584},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.40400001406669617},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.38989999890327454},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.3856000006198883},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.36489999294281006},{"id":"https://openalex.org/C187018787","wikidata":"https://www.wikidata.org/wiki/Q662200","display_name":"Component Object Model","level":3,"score":0.34060001373291016},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.34049999713897705},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.337799996137619},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.33730000257492065},{"id":"https://openalex.org/C2776857766","wikidata":"https://www.wikidata.org/wiki/Q7832987","display_name":"Training system","level":2,"score":0.3273000121116638},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.32010000944137573},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.29750001430511475},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.28540000319480896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27950000762939453},{"id":"https://openalex.org/C162763945","wikidata":"https://www.wikidata.org/wiki/Q4825467","display_name":"Conceptual architecture","level":3,"score":0.2734000086784363},{"id":"https://openalex.org/C42693407","wikidata":"https://www.wikidata.org/wiki/Q4686317","display_name":"Advanced Traffic Management System","level":3,"score":0.2700999975204468},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2689000070095062},{"id":"https://openalex.org/C503872463","wikidata":"https://www.wikidata.org/wiki/Q159595","display_name":"Distance education","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C2779888511","wikidata":"https://www.wikidata.org/wiki/Q244156","display_name":"Traffic congestion","level":2,"score":0.26420000195503235},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.2567000091075897},{"id":"https://openalex.org/C66699896","wikidata":"https://www.wikidata.org/wiki/Q2349394","display_name":"Virtual learning environment","level":2,"score":0.2547999918460846},{"id":"https://openalex.org/C38677869","wikidata":"https://www.wikidata.org/wiki/Q724168","display_name":"Petri net","level":2,"score":0.2513999938964844}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/bdcc9120304","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9120304","pdf_url":null,"source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4eb5e80c07924fb09c0dc6f945be340c","is_oa":true,"landing_page_url":"https://doaj.org/article/4eb5e80c07924fb09c0dc6f945be340c","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Big Data and Cognitive Computing, Vol 9, Iss 12, p 304 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/bdcc9120304","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9120304","pdf_url":null,"source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2265191324","https://openalex.org/W2768469156","https://openalex.org/W2900653063","https://openalex.org/W2901175631","https://openalex.org/W3015683939","https://openalex.org/W3028790033","https://openalex.org/W3043604080","https://openalex.org/W3126692278","https://openalex.org/W3163292735","https://openalex.org/W3200610662","https://openalex.org/W3201886948","https://openalex.org/W4323655724","https://openalex.org/W4367185264","https://openalex.org/W4391920885","https://openalex.org/W4400585758","https://openalex.org/W4400973304","https://openalex.org/W4401026262","https://openalex.org/W4401503475","https://openalex.org/W4402996251","https://openalex.org/W4404782812","https://openalex.org/W4405318562","https://openalex.org/W4408286179","https://openalex.org/W4408445420","https://openalex.org/W4409186314","https://openalex.org/W4410701968","https://openalex.org/W4412003759","https://openalex.org/W4413401187","https://openalex.org/W4414189159","https://openalex.org/W4414760131"],"related_works":[],"abstract_inverted_index":{"Driving":[0],"safety":[1],"education":[2,58],"remains":[3],"a":[4,30,116,127,205],"critical":[5],"societal":[6],"priority,":[7],"and":[8,18,27,41,53,89,108,129,144,150,172,200,209,228],"understanding":[9],"traffic":[10,35,56,160,186,226],"rules":[11,161,227],"is":[12,75],"essential":[13],"for":[14,33,68,101,118],"reducing":[15],"road":[16,164],"accidents":[17],"improving":[19,222],"driver":[20],"awareness.":[21],"This":[22],"study":[23,81],"presents":[24],"the":[25,51,66,82,87,102,120,136,167,217],"development":[26],"evaluation":[28],"of":[29,55,91,105,132,169,225],"virtual":[31,62],"simulator":[32,96,155],"learning":[34,113,188,211],"rules,":[36],"incorporating":[37],"spherical":[38,170,192],"video":[39,193],"technology":[40],"interactive":[42],"training":[43,133],"scenarios.":[44],"The":[45,94,138,154,179,213],"primary":[46],"objective":[47],"was":[48,124],"to":[49,80,158,203],"enhance":[50],"accessibility":[52],"effectiveness":[54],"rule":[57,187],"by":[59,190],"utilizing":[60],"modern":[61],"reality":[63],"approaches":[64],"without":[65],"need":[67],"specialized":[69],"equipment.":[70],"A":[71],"key":[72],"research":[73],"component":[74],"using":[76],"Petri":[77],"net-based":[78],"models":[79,100],"simulator\u2019s":[83,218],"dynamic":[84],"states,":[85],"enabling":[86],"analysis":[88],"optimization":[90],"system":[92,181],"behavior.":[93],"developed":[95,180],"employs":[97],"large":[98,195],"language":[99,196],"automated":[103],"generation":[104],"educational":[106],"content":[107,198],"test":[109],"questions,":[110],"supporting":[111],"personalized":[112],"experiences.":[114],"Additionally,":[115],"model":[117],"determining":[119],"camera":[121],"rotation":[122],"angle":[123],"proposed,":[125],"ensuring":[126],"realistic":[128,163,210],"immersive":[130],"presentation":[131],"scenarios":[134],"within":[135],"simulator.":[137],"system\u2019s":[139],"cloud-based,":[140],"modular":[141],"software":[142],"architecture":[143,202],"cross-platform":[145],"algorithms":[146],"ensure":[147],"flexibility,":[148],"scalability,":[149],"compatibility":[151],"across":[152],"devices.":[153],"allows":[156],"users":[157],"practice":[159],"in":[162,221],"environments":[165],"with":[166],"aid":[168],"videos":[171],"receive":[173],"immediate":[174],"feedback":[175],"through":[176],"contextual":[177],"prompts.":[178],"stands":[182],"out":[183],"from":[184],"existing":[185],"platforms":[189],"combining":[191],"technology,":[194],"model-based":[197],"generation,":[199],"cloud":[201],"create":[204],"more":[206],"interactive,":[207],"adaptive,":[208],"experience.":[212],"experimental":[214],"results":[215],"confirm":[216],"high":[219],"efficiency":[220],"users\u2019":[223],"knowledge":[224],"practical":[229],"decision-making":[230],"skills.":[231]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-12-02T00:00:00"}
