{"id":"https://openalex.org/W4389240867","doi":"https://doi.org/10.1007/978-3-031-48649-4_10","title":"Smart Data-Driven Building Management Framework and Demonstration","display_name":"Smart Data-Driven Building Management Framework and Demonstration","publication_year":2023,"publication_date":"2023-12-01","ids":{"openalex":"https://openalex.org/W4389240867","doi":"https://doi.org/10.1007/978-3-031-48649-4_10"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-48649-4_10","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-48649-4_10","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-3-031-48649-4_10","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101990984","display_name":"Jing Zhang","orcid":"https://orcid.org/0000-0001-8202-6850"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jing Zhang","raw_affiliation_strings":["Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101435713","display_name":"Tianyou Ma","orcid":"https://orcid.org/0009-0002-2558-1254"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Tianyou Ma","raw_affiliation_strings":["Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440758","display_name":"Kan Xu","orcid":"https://orcid.org/0009-0008-4376-885X"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Kan Xu","raw_affiliation_strings":["Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100457774","display_name":"Zhe Chen","orcid":"https://orcid.org/0000-0003-4715-5651"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zhe Chen","raw_affiliation_strings":["Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053690968","display_name":"Fu Xiao","orcid":"https://orcid.org/0000-0002-3779-3943"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Fu Xiao","raw_affiliation_strings":["Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China","Research Institute for Smart Energy, The Hong Kong Polytechnic University, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]},{"raw_affiliation_string":"Research Institute for Smart Energy, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112645111","display_name":"Jeremy Ho","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jeremy Ho","raw_affiliation_strings":["Electrical and Mechanical Services Department (EMSD), E&M AI Lab, Hong Kong, China","Electrical and Mechanical Services Department (EMSD), Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Electrical and Mechanical Services Department (EMSD), E&M AI Lab, Hong Kong, China","institution_ids":[]},{"raw_affiliation_string":"Electrical and Mechanical Services Department (EMSD), Hong Kong, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104206700","display_name":"Calvin K.F. Leung","orcid":"https://orcid.org/0009-0008-6021-3303"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Calvin Leung","raw_affiliation_strings":["Electrical and Mechanical Services Department (EMSD), E&M AI Lab, Hong Kong, China","Electrical and Mechanical Services Department (EMSD), Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Electrical and Mechanical Services Department (EMSD), E&M AI Lab, Hong Kong, China","institution_ids":[]},{"raw_affiliation_string":"Electrical and Mechanical Services Department (EMSD), Hong Kong, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102586500","display_name":"Sammy Yeung","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sammy Yeung","raw_affiliation_strings":["Electrical and Mechanical Services Department (EMSD), E&M AI Lab, Hong Kong, China","Electrical and Mechanical Services Department (EMSD), Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Electrical and Mechanical Services Department (EMSD), E&M AI Lab, Hong Kong, China","institution_ids":[]},{"raw_affiliation_string":"Electrical and Mechanical Services Department (EMSD), Hong Kong, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5053690968","https://openalex.org/A5104206700"],"corresponding_institution_ids":["https://openalex.org/I14243506"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":2.129,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.88608033,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"168","last_page":"178"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9990000128746033,"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":0.9990000128746033,"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/T11954","display_name":"Energy Efficiency and Management","score":0.9800000190734863,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11006","display_name":"BIM and Construction Integration","score":0.9502999782562256,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7131097912788391},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.666496992111206},{"id":"https://openalex.org/keywords/building-automation","display_name":"Building automation","score":0.6453717947006226},{"id":"https://openalex.org/keywords/building-management-system","display_name":"Building management system","score":0.6254032254219055},{"id":"https://openalex.org/keywords/building-management","display_name":"Building management","score":0.581108570098877},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.5623276233673096},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.5295895934104919},{"id":"https://openalex.org/keywords/sustainability","display_name":"Sustainability","score":0.5195863246917725},{"id":"https://openalex.org/keywords/data-management","display_name":"Data management","score":0.4603775143623352},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.30514442920684814},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.22456669807434082},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.18485543131828308},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1663028597831726},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1224149763584137},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1182069182395935},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.11495712399482727}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7131097912788391},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.666496992111206},{"id":"https://openalex.org/C83931994","wikidata":"https://www.wikidata.org/wiki/Q1149653","display_name":"Building automation","level":2,"score":0.6453717947006226},{"id":"https://openalex.org/C106527866","wikidata":"https://www.wikidata.org/wiki/Q1489497","display_name":"Building management system","level":3,"score":0.6254032254219055},{"id":"https://openalex.org/C2776952685","wikidata":"https://www.wikidata.org/wiki/Q4387888","display_name":"Building management","level":2,"score":0.581108570098877},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.5623276233673096},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.5295895934104919},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.5195863246917725},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.4603775143623352},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.30514442920684814},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.22456669807434082},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.18485543131828308},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1663028597831726},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1224149763584137},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1182069182395935},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.11495712399482727},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-031-48649-4_10","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-48649-4_10","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:ira.lib.polyu.edu.hk:10397/108201","is_oa":true,"landing_page_url":"http://hdl.handle.net/10397/108201","pdf_url":"http://ira.lib.polyu.edu.hk/bitstream/10397/108201/1/Zhang_Smart_Data-driven_Building.pdf","source":{"id":"https://openalex.org/S4306400205","display_name":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I14243506","host_organization_name":"Hong Kong Polytechnic University","host_organization_lineage":["https://openalex.org/I14243506"],"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":"Conference Paper"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-48649-4_10","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-48649-4_10","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4573242065","display_name":null,"funder_award_id":"ITP/002/22LP","funder_id":"https://openalex.org/F4320326427","funder_display_name":"Innovation and Technology Fund"}],"funders":[{"id":"https://openalex.org/F4320326427","display_name":"Innovation and Technology Fund","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W620154490","https://openalex.org/W1500557636","https://openalex.org/W2007366858","https://openalex.org/W2102802363","https://openalex.org/W2552791327","https://openalex.org/W2788308593","https://openalex.org/W2790732864","https://openalex.org/W2886231628","https://openalex.org/W2945044450","https://openalex.org/W2994947794","https://openalex.org/W3088659404","https://openalex.org/W3089558719","https://openalex.org/W3122220845","https://openalex.org/W3186147994","https://openalex.org/W3195687568","https://openalex.org/W3213330037","https://openalex.org/W3215896795","https://openalex.org/W4225647103","https://openalex.org/W4293087792","https://openalex.org/W4315864862","https://openalex.org/W4376506448"],"related_works":["https://openalex.org/W2558184610","https://openalex.org/W1598491185","https://openalex.org/W2076253692","https://openalex.org/W2892208550","https://openalex.org/W3206640136","https://openalex.org/W4200325458","https://openalex.org/W2363420855","https://openalex.org/W2899970506","https://openalex.org/W2374817740","https://openalex.org/W2069622728"],"abstract_inverted_index":{"The":[0,49,93],"building":[1,16,46,72,148],"sector":[2],"holds":[3],"a":[4,81,86,110],"significant":[5],"impact":[6,163],"over":[7],"global":[8],"energy":[9,17,47,122],"usage":[10],"and":[11,24,38,60,64,69,113,145,164],"carbon":[12],"emissions,":[13],"making":[14],"effective":[15],"management":[18,73,149],"vital":[19],"for":[20,45,67],"ensuring":[21],"worldwide":[22],"sustainability":[23],"meeting":[25],"climate":[26,166],"goals.":[27],"In":[28],"line":[29],"with":[30],"this":[31,33],"objective,":[32],"study":[34,77],"aims":[35],"to":[36,126,129,159],"develop":[37],"demonstrate":[39],"an":[40,136],"innovative":[41],"smart":[42,102],"data-driven":[43,58,103],"framework":[44,50,104],"management.":[48],"includes":[51],"semantic":[52],"multi-source":[53],"data":[54],"integration":[55],"schema,":[56],"AI-empowered":[57],"optimization":[59],"predictive":[61],"maintenance":[62],"strategies,":[63],"digital":[65],"twin":[66],"informative":[68],"interactive":[70],"human-equipment-information":[71],"platform.":[74],"A":[75],"case":[76],"was":[78],"conducted":[79],"in":[80,89,109,140],"typical":[82],"chiller":[83,106],"plant":[84],"on":[85],"campus":[87],"located":[88],"Hong":[90],"Kong,":[91],"China.":[92],"results":[94],"show":[95],"that":[96],"the":[97,100,117,130,141],"deployment":[98],"of":[99,124,143],"proposed":[101,118],"achieves":[105,121],"sequencing":[107],"control":[108,119],"more":[111,146],"robust":[112],"energy-efficient":[114],"manner.":[115],"Specifically,":[116],"strategy":[120],"savings":[123],"5.9%":[125],"12.2%":[127],"compared":[128],"conventional":[131],"strategy.":[132],"This":[133],"research":[134],"represents":[135],"important":[137],"step":[138],"forward":[139],"development":[142],"smarter":[144],"sustainable":[147],"practices,":[150],"which":[151],"will":[152],"become":[153],"increasingly":[154],"critical":[155],"as":[156],"we":[157],"strive":[158],"reduce":[160],"our":[161],"environmental":[162],"combat":[165],"change.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
