{"id":"https://openalex.org/W2592198921","doi":"https://doi.org/10.1109/access.2017.2679807","title":"A Data-Driven Daylight Estimation Approach to Lighting Control","display_name":"A Data-Driven Daylight Estimation Approach to Lighting Control","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2592198921","doi":"https://doi.org/10.1109/access.2017.2679807","mag":"2592198921"},"language":"en","primary_location":{"id":"doi:10.1109/access.2017.2679807","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2679807","pdf_url":null,"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":null,"license_id":null,"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://doi.org/10.1109/access.2017.2679807","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044897857","display_name":"Stefano Borile","orcid":null},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]},{"id":"https://openalex.org/I4210122849","display_name":"Philips (Netherlands)","ror":"https://ror.org/02p2bgp27","country_code":"NL","type":"company","lineage":["https://openalex.org/I4210122849"]}],"countries":["IT","NL"],"is_corresponding":false,"raw_author_name":"Stefano Borile","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Padua, Italy","Philips Lighting Research, Eindhoven, AE, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Philips Lighting Research, Eindhoven, AE, The Netherlands","institution_ids":["https://openalex.org/I4210122849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039977183","display_name":"Ashish Pandharipande","orcid":"https://orcid.org/0000-0002-7920-3964"},"institutions":[{"id":"https://openalex.org/I4210122849","display_name":"Philips (Netherlands)","ror":"https://ror.org/02p2bgp27","country_code":"NL","type":"company","lineage":["https://openalex.org/I4210122849"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ashish Pandharipande","raw_affiliation_strings":["Philips Lighting Research, Eindhoven, AE, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-7920-3964","affiliations":[{"raw_affiliation_string":"Philips Lighting Research, Eindhoven, AE, The Netherlands","institution_ids":["https://openalex.org/I4210122849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087363517","display_name":"David Caicedo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210122849","display_name":"Philips (Netherlands)","ror":"https://ror.org/02p2bgp27","country_code":"NL","type":"company","lineage":["https://openalex.org/I4210122849"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"David Caicedo","raw_affiliation_strings":["Philips Lighting Research, Eindhoven, AE, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Philips Lighting Research, Eindhoven, AE, The Netherlands","institution_ids":["https://openalex.org/I4210122849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043731055","display_name":"Luca Schenato","orcid":"https://orcid.org/0000-0003-2544-2553"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Schenato","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033437862","display_name":"Angelo Cenedese","orcid":"https://orcid.org/0000-0003-2249-5094"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Angelo Cenedese","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.2067,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.9316728,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"5","issue":null,"first_page":"21461","last_page":"21471"},"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/T11963","display_name":"Impact of Light on Environment and Health","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T12546","display_name":"Smart Parking Systems Research","score":0.9550999999046326,"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/daylight","display_name":"Daylight","score":0.8395700454711914},{"id":"https://openalex.org/keywords/illuminance","display_name":"Illuminance","score":0.751606822013855},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6232216954231262},{"id":"https://openalex.org/keywords/daylighting","display_name":"Daylighting","score":0.6142882704734802},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5693490505218506},{"id":"https://openalex.org/keywords/estimator","display_name":"Estimator","score":0.44672641158103943},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20378181338310242},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17040741443634033},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.13994461297988892},{"id":"https://openalex.org/keywords/architectural-engineering","display_name":"Architectural engineering","score":0.0800984799861908}],"concepts":[{"id":"https://openalex.org/C149277555","wikidata":"https://www.wikidata.org/wiki/Q16491","display_name":"Daylight","level":2,"score":0.8395700454711914},{"id":"https://openalex.org/C36365805","wikidata":"https://www.wikidata.org/wiki/Q194411","display_name":"Illuminance","level":2,"score":0.751606822013855},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6232216954231262},{"id":"https://openalex.org/C13384339","wikidata":"https://www.wikidata.org/wiki/Q54316","display_name":"Daylighting","level":2,"score":0.6142882704734802},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5693490505218506},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.44672641158103943},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20378181338310242},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17040741443634033},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.13994461297988892},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0800984799861908},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1109/access.2017.2679807","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2679807","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:906333","is_oa":false,"landing_page_url":"http://library.tue.nl/csp/dare/LinkToRepository.csp?recordnumber=906333","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN:2169-3536","raw_type":"Article / Letter to the editor"},{"id":"pmh:oai:doaj.org/article:de5cb848c55a4eea9eaeedecb4d4debb","is_oa":true,"landing_page_url":"https://doaj.org/article/de5cb848c55a4eea9eaeedecb4d4debb","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 5, Pp 21461-21471 (2017)","raw_type":"article"},{"id":"pmh:oai:library.tue.nl:906333","is_oa":false,"landing_page_url":"http://repository.tue.nl/906333","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN:2169-3536","raw_type":"Article / Letter to the editor"},{"id":"pmh:oai:www.research.unipd.it:11577/3252656","is_oa":true,"landing_page_url":"http://hdl.handle.net/11577/3252656","pdf_url":null,"source":{"id":"https://openalex.org/S4306402547","display_name":"Padua Research Archive (University of Padova)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:tue:oai:pure.tue.nl:publications/114083d0-bbde-4e5c-be5b-ca8ce1b0700f","is_oa":true,"landing_page_url":"https://research.tue.nl/nl/publications/a-datadriven-daylight-estimation-approach-to-lighting-control(114083d0-bbde-4e5c-be5b-ca8ce1b0700f).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, 5, 21461 - 21471","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/access.2017.2679807","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2679807","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9100000262260437,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W281789407","https://openalex.org/W1253358486","https://openalex.org/W1484637160","https://openalex.org/W1554944419","https://openalex.org/W1555689338","https://openalex.org/W1574447377","https://openalex.org/W1967090672","https://openalex.org/W1968771424","https://openalex.org/W1976392267","https://openalex.org/W1986190875","https://openalex.org/W1996708654","https://openalex.org/W2024081693","https://openalex.org/W2035513799","https://openalex.org/W2056950596","https://openalex.org/W2060201648","https://openalex.org/W2061234981","https://openalex.org/W2067853266","https://openalex.org/W2073459066","https://openalex.org/W2097152146","https://openalex.org/W2103184370","https://openalex.org/W2108464413","https://openalex.org/W2114949762","https://openalex.org/W2119419202","https://openalex.org/W2124303932","https://openalex.org/W2139106762","https://openalex.org/W2154324938","https://openalex.org/W2154506625","https://openalex.org/W2156078137","https://openalex.org/W2156185307","https://openalex.org/W2165019986","https://openalex.org/W2166999041","https://openalex.org/W2171033594","https://openalex.org/W2296319761","https://openalex.org/W2344796802","https://openalex.org/W2575740289","https://openalex.org/W2909736687","https://openalex.org/W4231367092","https://openalex.org/W4250589301","https://openalex.org/W4255508165","https://openalex.org/W6668990524","https://openalex.org/W6682501766"],"related_works":["https://openalex.org/W1982144855","https://openalex.org/W1999037106","https://openalex.org/W1822159152","https://openalex.org/W1963734886","https://openalex.org/W2078316460","https://openalex.org/W3001765921","https://openalex.org/W3000400129","https://openalex.org/W2059193442","https://openalex.org/W1555928261","https://openalex.org/W585311545"],"abstract_inverted_index":{"We":[0,48,181],"consider":[1],"the":[2,35,52,57,61,66,92,122,126,146,149,162,166,184],"problem":[3],"of":[4,10,161],"controlling":[5],"a":[6,76,95,135,155],"smart":[7],"lighting":[8,127,175],"system":[9],"multiple":[11],"luminaires":[12,93],"with":[13,165,177],"collocated":[14],"occupancy":[15],"and":[16,90,111,190],"light":[17,83],"sensors.":[18],"The":[19,159],"objective":[20],"is":[21,73,118,143,152,170],"to":[22,50,129,195],"attain":[23],"illumination":[24],"levels":[25,40,55,132],"higher":[26,153],"than":[27,154],"specified":[28,156],"values":[29],"(possibly":[30],"changing":[31],"over":[32],"time)":[33],"at":[34,56,65,86,91],"workplace":[36,58,87],"by":[37,82,125,133],"adapting":[38],"dimming":[39,131],"using":[41,172],"sensor":[42],"information,":[43],"while":[44],"minimizing":[45],"energy":[46,191],"consumption.":[47],"propose":[49],"estimate":[51],"daylight":[53,62,71,179],"illuminance":[54,63,151],"based":[59,74],"on":[60,75],"measurements":[64],"ceiling.":[67],"More":[68],"specifically,":[69],"this":[70],"estimator":[72],"model":[77,117,176],"built":[78],"from":[79],"data":[80],"collected":[81],"sensors":[84],"placed":[85],"reference":[88],"points":[89],"in":[94,121,139,193],"training":[96],"phase.":[97],"Three":[98],"estimation":[99,168],"methods":[100,169],"are":[101],"considered:":[102],"regularized":[103,108,113],"least":[104,109,114],"squares,":[105,110],"locally":[106],"weighted":[107],"cluster-based":[112],"squares.":[115],"This":[116],"then":[119],"used":[120],"operational":[123],"phase":[124],"controller":[128],"compute":[130],"solving":[134],"linear":[136],"programming":[137],"problem,":[138],"which":[140],"power":[141],"consumption":[142,192],"minimized":[144],"under":[145],"constraint":[147],"that":[148,183],"estimated":[150],"target":[157],"value.":[158],"performance":[160],"proposed":[163,185],"approach":[164,186],"three":[167],"evaluated":[171],"an":[173],"open-office":[174],"different":[178],"conditions.":[180],"show":[182],"offers":[187],"reduced":[188],"under-illumination":[189],"comparison":[194],"existing":[196],"alternative":[197],"approaches.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":1}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}