{"id":"https://openalex.org/W2977462542","doi":"https://doi.org/10.1145/3341163.3347737","title":"Personal thermal perception models using skin temperatures and HR/HRV features","display_name":"Personal thermal perception models using skin temperatures and HR/HRV features","publication_year":2019,"publication_date":"2019-09-05","ids":{"openalex":"https://openalex.org/W2977462542","doi":"https://doi.org/10.1145/3341163.3347737","mag":"2977462542"},"language":"en","primary_location":{"id":"doi:10.1145/3341163.3347737","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3341163.3347737","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 23rd International Symposium on Wearable Computers","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015968561","display_name":"Fanny Kobiela","orcid":"https://orcid.org/0009-0009-8086-5357"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fanny Kobiela","raw_affiliation_strings":["Corporate Research, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corporate Research, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112863391","display_name":"Rongrong Shen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rongrong Shen","raw_affiliation_strings":["Corporate Research, Germany and Building Science Group, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corporate Research, Germany and Building Science Group, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074518816","display_name":"Marcel Schweiker","orcid":"https://orcid.org/0000-0003-3906-4688"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marcel Schweiker","raw_affiliation_strings":["Building Science Group, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Building Science Group, Germany","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005182307","display_name":"Robert D\u00fcrichen","orcid":"https://orcid.org/0000-0002-4014-3941"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Robert D\u00fcrichen","raw_affiliation_strings":["Corporate Research, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corporate Research, Germany","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6257,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.83332511,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"96","last_page":"105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11109","display_name":"Thermoregulation and physiological responses","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10990","display_name":"Infection Control and Ventilation","score":0.9624999761581421,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/thermal-sensation","display_name":"Thermal sensation","score":0.8873748779296875},{"id":"https://openalex.org/keywords/skin-temperature","display_name":"Skin temperature","score":0.7311245203018188},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.5812028050422668},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5377628207206726},{"id":"https://openalex.org/keywords/thermal","display_name":"Thermal","score":0.5252335071563721},{"id":"https://openalex.org/keywords/thermal-comfort","display_name":"Thermal comfort","score":0.5053382515907288},{"id":"https://openalex.org/keywords/heart-rate-variability","display_name":"Heart rate variability","score":0.49707797169685364},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47877633571624756},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.4723302721977234},{"id":"https://openalex.org/keywords/smartwatch","display_name":"Smartwatch","score":0.42882823944091797},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.4228101968765259},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.42074042558670044},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34093549847602844},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.3001340627670288},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2791175842285156},{"id":"https://openalex.org/keywords/biomedical-engineering","display_name":"Biomedical engineering","score":0.2633412480354309},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.16701540350914001},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.13849738240242004},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.13037794828414917},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.1112903356552124},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07664227485656738}],"concepts":[{"id":"https://openalex.org/C2989386686","wikidata":"https://www.wikidata.org/wiki/Q774514","display_name":"Thermal sensation","level":3,"score":0.8873748779296875},{"id":"https://openalex.org/C3019079563","wikidata":"https://www.wikidata.org/wiki/Q67173088","display_name":"Skin temperature","level":2,"score":0.7311245203018188},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.5812028050422668},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5377628207206726},{"id":"https://openalex.org/C204530211","wikidata":"https://www.wikidata.org/wiki/Q752823","display_name":"Thermal","level":2,"score":0.5252335071563721},{"id":"https://openalex.org/C133913538","wikidata":"https://www.wikidata.org/wiki/Q774514","display_name":"Thermal comfort","level":2,"score":0.5053382515907288},{"id":"https://openalex.org/C71635504","wikidata":"https://www.wikidata.org/wiki/Q933954","display_name":"Heart rate variability","level":4,"score":0.49707797169685364},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47877633571624756},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.4723302721977234},{"id":"https://openalex.org/C29794715","wikidata":"https://www.wikidata.org/wiki/Q5362345","display_name":"Smartwatch","level":3,"score":0.42882823944091797},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.4228101968765259},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42074042558670044},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34093549847602844},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.3001340627670288},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2791175842285156},{"id":"https://openalex.org/C136229726","wikidata":"https://www.wikidata.org/wiki/Q327092","display_name":"Biomedical engineering","level":1,"score":0.2633412480354309},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.16701540350914001},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.13849738240242004},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.13037794828414917},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.1112903356552124},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07664227485656738},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3341163.3347737","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3341163.3347737","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 23rd International Symposium on Wearable Computers","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W111007040","https://openalex.org/W1994235016","https://openalex.org/W2000300985","https://openalex.org/W2016979653","https://openalex.org/W2024569874","https://openalex.org/W2043344809","https://openalex.org/W2055591282","https://openalex.org/W2101720743","https://openalex.org/W2107186450","https://openalex.org/W2135293945","https://openalex.org/W2166681263","https://openalex.org/W2308591569","https://openalex.org/W2347201677","https://openalex.org/W2545868618","https://openalex.org/W2560801424","https://openalex.org/W2617826277","https://openalex.org/W2619449025","https://openalex.org/W2762557954","https://openalex.org/W2765879503","https://openalex.org/W2804143362","https://openalex.org/W2894771803","https://openalex.org/W2898597150","https://openalex.org/W2898856679","https://openalex.org/W2899849479","https://openalex.org/W2980797340"],"related_works":["https://openalex.org/W4285410429","https://openalex.org/W1591855100","https://openalex.org/W2364766818","https://openalex.org/W2053012903","https://openalex.org/W2198120581","https://openalex.org/W4292609456","https://openalex.org/W2584105525","https://openalex.org/W3046923096","https://openalex.org/W3215767964","https://openalex.org/W1977638669"],"abstract_inverted_index":{"In":[0,33],"order":[1],"to":[2,123,126,140],"detect":[3],"a":[4,55,59,77,90,130,135],"person's":[5],"individual":[6],"momentary":[7],"thermal":[8,70,102],"sensation":[9,71],"and":[10,26,57,72,75,113],"comfort,":[11],"an":[12],"increased":[13],"number":[14],"of":[15,40,100],"models":[16,44],"are":[17],"developed":[18],"that":[19,118,145],"involve":[20],"physiological":[21,47],"data,":[22],"especially":[23],"skin":[24,163],"temperatures":[25],"features":[27,152],"based":[28,49,120,151],"on":[29,50,97],"the":[30,38,67,98,106,154,157],"heart":[31],"activity.":[32],"this":[34],"paper,":[35],"we":[36,65],"investigate":[37,66],"feasibility":[39],"Machine":[41],"Learning":[42],"(ML)":[43],"which":[45],"include":[46],"data":[48,52],"two":[51],"sources:":[53],"(1)":[54],"smartwatch":[56],"(2)":[58],"portable":[60],"chest":[61,131],"belt":[62,132],"device.":[63,133],"Further,":[64],"difference":[68],"between":[69,110],"comfort":[73],"votes":[74],"propose":[76],"new":[78],"combined":[79],"ground":[80],"truth":[81],"label.":[82],"Data":[83],"were":[84],"collected":[85],"in":[86,89],"lab-like":[87],"studies":[88],"single-bed":[91],"hotel":[92],"room.":[93],"Our":[94,142],"study":[95],"focuses":[96],"detection":[99],"cold-induced":[101],"discomfort":[103],"by":[104],"varying":[105],"room":[107],"air":[108],"temperature":[109,164],"24":[111],"\u00b0C":[112],"20":[114],"\u00b0C.":[115],"Results":[116],"show":[117],"ML":[119],"approaches":[121],"lead":[122],"accuracies":[124,137],"up":[125],"83.1%":[127],"when":[128],"using":[129],"Using":[134],"smartwatch,":[136],"drop":[138],"down":[139],"79.8%.":[141],"investigation":[143],"shows":[144],"even":[146],"though":[147],"Heart":[148],"Rate":[149],"(HR)":[150],"improve":[153],"prediction":[155],"accuracy,":[156],"highest":[158],"feature":[159],"importances":[160],"have":[161],"distal":[162],"features.":[165]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}