{"id":"https://openalex.org/W2892262816","doi":"https://doi.org/10.1109/jiot.2018.2871461","title":"Thermal Comfort Modeling for Smart Buildings: A Fine-Grained Deep Learning Approach","display_name":"Thermal Comfort Modeling for Smart Buildings: A Fine-Grained Deep Learning Approach","publication_year":2018,"publication_date":"2018-09-20","ids":{"openalex":"https://openalex.org/W2892262816","doi":"https://doi.org/10.1109/jiot.2018.2871461","mag":"2892262816"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2018.2871461","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2018.2871461","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://dr.ntu.edu.sg/bitstream/10356/150840/2/IoT-4817-2018.R1%20Manuscript%200829a.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100441592","display_name":"Wei Zhang","orcid":"https://orcid.org/0000-0002-2644-2582"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Wei Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-2644-2582","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029282636","display_name":"Weizheng Hu","orcid":"https://orcid.org/0000-0001-8347-3433"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Weizheng Hu","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-8347-3433","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041572550","display_name":"Yonggang Wen","orcid":"https://orcid.org/0000-0002-2751-5114"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yonggang Wen","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-2751-5114","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":6.7613,"has_fulltext":true,"cited_by_count":96,"citation_normalized_percentile":{"value":0.97313901,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"6","issue":"2","first_page":"2540","last_page":"2549"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9994999766349792,"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":0.9994999766349792,"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9855999946594238,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10766","display_name":"Urban Heat Island Mitigation","score":0.9290000200271606,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/setpoint","display_name":"Setpoint","score":0.9675483703613281},{"id":"https://openalex.org/keywords/thermal-comfort","display_name":"Thermal comfort","score":0.8438209891319275},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.728928804397583},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5755956768989563},{"id":"https://openalex.org/keywords/building-automation","display_name":"Building automation","score":0.5634117126464844},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.48246461153030396},{"id":"https://openalex.org/keywords/air-conditioning","display_name":"Air conditioning","score":0.41389721632003784},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3834787607192993},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.3367963433265686},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.336273193359375},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.21304970979690552},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14671814441680908},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.10883501172065735},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.09239000082015991}],"concepts":[{"id":"https://openalex.org/C12302492","wikidata":"https://www.wikidata.org/wiki/Q1752097","display_name":"Setpoint","level":2,"score":0.9675483703613281},{"id":"https://openalex.org/C133913538","wikidata":"https://www.wikidata.org/wiki/Q774514","display_name":"Thermal comfort","level":2,"score":0.8438209891319275},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.728928804397583},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5755956768989563},{"id":"https://openalex.org/C83931994","wikidata":"https://www.wikidata.org/wiki/Q1149653","display_name":"Building automation","level":2,"score":0.5634117126464844},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.48246461153030396},{"id":"https://openalex.org/C103742991","wikidata":"https://www.wikidata.org/wiki/Q173725","display_name":"Air conditioning","level":2,"score":0.41389721632003784},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3834787607192993},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.3367963433265686},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.336273193359375},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.21304970979690552},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14671814441680908},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.10883501172065735},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.09239000082015991},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jiot.2018.2871461","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2018.2871461","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/150840","is_oa":true,"landing_page_url":"https://hdl.handle.net/10356/150840","pdf_url":"https://dr.ntu.edu.sg/bitstream/10356/150840/2/IoT-4817-2018.R1%20Manuscript%200829a.pdf","source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:dr.ntu.edu.sg:10356/150840","is_oa":true,"landing_page_url":"https://hdl.handle.net/10356/150840","pdf_url":"https://dr.ntu.edu.sg/bitstream/10356/150840/2/IoT-4817-2018.R1%20Manuscript%200829a.pdf","source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"},"sustainable_development_goals":[{"score":0.8999999761581421,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2892262816.pdf","grobid_xml":"https://content.openalex.org/works/W2892262816.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1999582615","https://openalex.org/W2022214257","https://openalex.org/W2060488658","https://openalex.org/W2079394636","https://openalex.org/W2091693228","https://openalex.org/W2114091634","https://openalex.org/W2131780230","https://openalex.org/W2159128662","https://openalex.org/W2160815625","https://openalex.org/W2166681263","https://openalex.org/W2275624464","https://openalex.org/W2322852481","https://openalex.org/W2476583124","https://openalex.org/W2552791327","https://openalex.org/W2576179182","https://openalex.org/W2585640870","https://openalex.org/W2595778489","https://openalex.org/W2596636257","https://openalex.org/W2773498880","https://openalex.org/W2790123320","https://openalex.org/W2808670088","https://openalex.org/W2901394106","https://openalex.org/W2919115771","https://openalex.org/W2963211073","https://openalex.org/W6733423141"],"related_works":["https://openalex.org/W4321020063","https://openalex.org/W2393572176","https://openalex.org/W4313567217","https://openalex.org/W1602410219","https://openalex.org/W2002552076","https://openalex.org/W2892262816","https://openalex.org/W2811114487","https://openalex.org/W4361801809","https://openalex.org/W4385431659","https://openalex.org/W4280637129"],"abstract_inverted_index":{"The":[0,95,174],"emerging":[1],"Internet":[2],"of":[3,145],"Things":[4],"(IoT)":[5],"technology":[6],"enables":[7],"smart":[8,42],"building":[9,15,33,43,58],"management":[10],"and":[11,18,60,86,110,115,134,137,170,179],"operation":[12],"to":[13,35,51,120,153],"improve":[14],"energy":[16],"efficiency":[17],"occupant":[19],"thermal":[20,38,61,64,90,161],"comfort.":[21,62,190],"In":[22],"this":[23],"paper,":[24],"we":[25],"perform":[26],"data":[27,34],"analysis":[28],"using":[29],"the":[30,53,56,88,100,142,159,183,188],"IoT":[31],"generated":[32],"derive":[36],"accurate":[37,118],"comfort":[39,65,70,91,162,169],"model":[40,52,80,163],"for":[41,83,182],"control.":[44],"Deep":[45],"neural":[46],"network":[47,132,148],"(DNN)":[48],"is":[49,66,75,81,111,151],"used":[50],"relationship":[54,167],"between":[55,168],"controllable":[57,185],"operations":[59],"As":[63],"determined":[67],"by":[68,108],"multiple":[69],"factors,":[71],"a":[72,138,165],"fine-grained":[73,102],"architecture":[74],"proposed,":[76],"where":[77],"an":[78],"exclusive":[79],"trained":[82],"each":[84],"factor":[85],"accordingly":[87],"corresponding":[89],"can":[92],"be":[93],"evaluated.":[94],"experimental":[96],"results":[97],"show":[98],"that":[99],"proposed":[101],"DNN":[103],"outperforms":[104],"its":[105],"coarse-grained":[106],"counterpart":[107],"3.5\u00d7":[109],"1.7\u00d7,":[112],"2.5\u00d7,":[113],"2.4\u00d7,":[114],"1.9\u00d7":[116],"more":[117,135],"compared":[119],"four":[121],"popular":[122],"machine":[123],"learning":[124],"algorithms.":[125],"Besides,":[126],"DNN's":[127],"performance":[128],"promotes":[129],"with":[130,141,187],"deeper":[131],"topology":[133,140],"neurons,":[136],"simple":[139],"same":[143],"number":[144],"neurons":[146],"per":[147],"hidden":[149],"layer":[150],"sufficient":[152],"achieve":[154],"high":[155],"modeling":[156],"accuracy.":[157],"Finally,":[158],"derived":[160],"reveals":[164],"linear":[166,175],"air":[171],"conditioning":[172],"setpoint.":[173],"property":[176],"helps":[177],"quickly":[178],"accurately":[180],"search":[181],"optimal":[184],"setpoint":[186],"desired":[189]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":19},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
