{"id":"https://openalex.org/W3128284736","doi":"https://doi.org/10.1109/access.2021.3055551","title":"XGBoost Algorithm-Based Monitoring Model for Urban Driving Stress: Combining Driving Behaviour, Driving Environment, and Route Familiarity","display_name":"XGBoost Algorithm-Based Monitoring Model for Urban Driving Stress: Combining Driving Behaviour, Driving Environment, and Route Familiarity","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3128284736","doi":"https://doi.org/10.1109/access.2021.3055551","mag":"3128284736"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3055551","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3055551","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09340309.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/ielx7/6287639/9312710/09340309.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008158408","display_name":"Yue Lu","orcid":"https://orcid.org/0000-0002-8624-3673"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Lu","raw_affiliation_strings":["School of Civil Engineering and Transportation, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-8624-3673","affiliations":[{"raw_affiliation_string":"School of Civil Engineering and Transportation, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011955983","display_name":"Xinsha Fu","orcid":"https://orcid.org/0000-0003-0368-7605"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinsha Fu","raw_affiliation_strings":["School of Civil Engineering and Transportation, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0368-7605","affiliations":[{"raw_affiliation_string":"School of Civil Engineering and Transportation, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103230842","display_name":"Enqiang Guo","orcid":"https://orcid.org/0000-0002-8033-3109"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Enqiang Guo","raw_affiliation_strings":["School of Civil Engineering and Transportation, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-8033-3109","affiliations":[{"raw_affiliation_string":"School of Civil Engineering and Transportation, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101561880","display_name":"Feng Tang","orcid":"https://orcid.org/0000-0002-6266-7607"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Tang","raw_affiliation_strings":["School of Civil Engineering and Transportation, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6266-7607","affiliations":[{"raw_affiliation_string":"School of Civil Engineering and Transportation, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I90610280"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.8537,"has_fulltext":true,"cited_by_count":47,"citation_normalized_percentile":{"value":0.95527036,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"9","issue":null,"first_page":"21921","last_page":"21938"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9968000054359436,"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":0.9968000054359436,"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/T10370","display_name":"Traffic and Road Safety","score":0.9550999999046326,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.939300000667572,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.649321973323822},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.4728037714958191}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.649321973323822},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.4728037714958191},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2021.3055551","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3055551","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09340309.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:aade6e52aaab4f61b4745bb7d83e25a9","is_oa":true,"landing_page_url":"https://doaj.org/article/aade6e52aaab4f61b4745bb7d83e25a9","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 21921-21938 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3055551","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3055551","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09340309.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":[{"id":"https://metadata.un.org/sdg/11","score":0.8199999928474426,"display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G3404112629","display_name":null,"funder_award_id":"51978283","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6749791589","display_name":"\u987e\u53ca\u8def-\u4eba-\u8f66\u8026\u5408\u673a\u5236\u7684\u516c\u8def\u4e09\u7ef4\u7a7a\u95f4\u7ebf\u5f62\u53c2\u6570\u5316\u8bbe\u8ba1\u7406\u8bba\u4e0e\u65b9\u6cd5","funder_award_id":"51778242","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3128284736.pdf","grobid_xml":"https://content.openalex.org/works/W3128284736.grobid-xml"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W137170526","https://openalex.org/W1515604382","https://openalex.org/W1523029986","https://openalex.org/W1827297289","https://openalex.org/W1970207571","https://openalex.org/W1981904549","https://openalex.org/W1983222358","https://openalex.org/W1983561474","https://openalex.org/W1984804236","https://openalex.org/W1989639897","https://openalex.org/W2000503364","https://openalex.org/W2003540033","https://openalex.org/W2007700028","https://openalex.org/W2015420034","https://openalex.org/W2018613899","https://openalex.org/W2019338309","https://openalex.org/W2021526351","https://openalex.org/W2029717291","https://openalex.org/W2043756605","https://openalex.org/W2054872403","https://openalex.org/W2055995231","https://openalex.org/W2070017268","https://openalex.org/W2073938609","https://openalex.org/W2076937857","https://openalex.org/W2077512056","https://openalex.org/W2077762127","https://openalex.org/W2079155753","https://openalex.org/W2094620536","https://openalex.org/W2131274108","https://openalex.org/W2132532936","https://openalex.org/W2142567154","https://openalex.org/W2143624594","https://openalex.org/W2164368909","https://openalex.org/W2171801645","https://openalex.org/W2175707895","https://openalex.org/W2201235005","https://openalex.org/W2282066275","https://openalex.org/W2591156018","https://openalex.org/W2737258237","https://openalex.org/W2747560075","https://openalex.org/W2792625292","https://openalex.org/W2809171572","https://openalex.org/W2885282063","https://openalex.org/W2891394872","https://openalex.org/W2921376690","https://openalex.org/W2953301748","https://openalex.org/W2954469285","https://openalex.org/W2954948187","https://openalex.org/W2962850830","https://openalex.org/W2970879516","https://openalex.org/W2976256431","https://openalex.org/W2988225712","https://openalex.org/W2992531633","https://openalex.org/W2996705655","https://openalex.org/W3000119951","https://openalex.org/W3007732545","https://openalex.org/W3017393952","https://openalex.org/W3092857817","https://openalex.org/W4230691243","https://openalex.org/W6638685980","https://openalex.org/W6680898986"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Stress":[0],"is":[1,78,110,124],"considered":[2],"by":[3,112,126],"many":[4,11],"studies":[5],"to":[6,15,34,59,66,87,145,171,187,261,269,280,288],"affect":[7],"traffic":[8],"safety,":[9],"and":[10,90,104,115,120,157,179,211,228,233,284,292,304],"researchers":[12],"have":[13,47,297],"attempted":[14],"monitor":[16,188],"the":[17,28,36,61,76,113,118,121,135,139,146,149,154,163,173,199,204,217,240],"dynamics":[18],"of":[19,31,38,63,117,148,176,192,219,242,244],"driving":[20,68,85,94,100,102,108,122,177,189,249,271,302],"stress.":[21,190],"Previous":[22],"research":[23,65],"has":[24],"relied":[25],"excessively":[26],"on":[27,70,99,153,248,265,278,301],"positive":[29],"effects":[30,243],"psychological":[32,43,155,220],"indicators":[33],"improve":[35],"accuracy":[37,77],"stress":[39,95,159,178,250,263,283,303],"monitoring":[40,96,264],"models.":[41],"However,":[42],"data":[44,89,156],"collection":[45],"sensors":[46],"not":[48],"been":[49],"widely":[50],"used":[51,165],"in":[52],"conventional":[53],"vehicles,":[54],"which":[55],"makes":[56],"it":[57,259],"impossible":[58],"apply":[60,262],"results":[62,256],"that":[64,198,296],"actual":[67],"tasks":[69],"a":[71,83,92,127,166,266,298],"daily":[72],"basis,":[73],"even":[74],"if":[75],"high.":[79],"This":[80],"study":[81,164,237],"designs":[82],"real":[84,270],"task":[86],"extract":[88],"proposes":[91],"driver's":[93,150],"model":[97,132,186,201],"based":[98],"behaviour,":[101],"environment,":[103],"route":[105],"familiarity.":[106],"The":[107,222,236,255],"behaviour":[109],"described":[111],"speed":[114],"acceleration":[116],"vehicle,":[119],"environment":[123],"quantified":[125],"dilated":[128],"residual":[129],"networks":[130],"(DRN)":[131],"thazt":[133],"divides":[134],"video":[136],"image":[137],"from":[138],"full":[140],"region":[141],"into":[142],"subregions":[143],"according":[144],"distribution":[147],"attention.":[151],"Based":[152],"driver":[158,282],"inventory":[160],"(DSI)":[161],"results,":[162],"K-means":[167],"3D":[168],"cluster":[169],"analysis":[170],"obtain":[172],"evaluation":[174],"method":[175],"constructed":[180],"an":[181],"extreme":[182],"gradient":[183],"boosting":[184],"(XGBoost)":[185],"Comparisons":[191],"performance":[193,224],"with":[194,276],"other":[195,205],"models":[196,215],"show":[197],"XGBoost":[200],"significantly":[202],"outperforms":[203],"three":[206],"mainstream":[207],"machine":[208],"learning":[209],"algorithms":[210],"exceeds":[212],"most":[213],"traditional":[214],"without":[216],"use":[218],"data.":[221],"model's":[223],"indicators,":[225],"accuracy,":[226],"sensitivity,":[227],"precision,":[229],"reached":[230],"91.18%-93.25%,":[231],"84.13%-89.37%,":[232],"90.25%-91.34%,":[234],"respectively.":[235],"also":[238],"summarises":[239],"ranking":[241],"different":[245],"scene":[246,294],"elements":[247,295],"for":[251],"each":[252],"visual":[253,290,293],"field.":[254],"could":[257],"make":[258],"possible":[260],"large":[267],"scale":[268],"situations,":[272],"providing":[273],"urban":[274],"designers":[275],"advice":[277],"how":[279],"reduce":[281],"directing":[285],"their":[286],"attention":[287],"those":[289],"areas":[291],"higher":[299],"impact":[300],"need":[305],"improvement.":[306]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":4}],"updated_date":"2026-07-16T13:24:37.021932","created_date":"2025-10-10T00:00:00"}
