{"id":"https://openalex.org/W3170222427","doi":"https://doi.org/10.5194/agile-giss-2-9-2021","title":"Prophet model for forecasting occupancy presence in indoor spaces using non-intrusive sensors","display_name":"Prophet model for forecasting occupancy presence in indoor spaces using non-intrusive sensors","publication_year":2021,"publication_date":"2021-06-04","ids":{"openalex":"https://openalex.org/W3170222427","doi":"https://doi.org/10.5194/agile-giss-2-9-2021","mag":"3170222427"},"language":"en","primary_location":{"id":"doi:10.5194/agile-giss-2-9-2021","is_oa":true,"landing_page_url":"https://doi.org/10.5194/agile-giss-2-9-2021","pdf_url":"https://agile-giss.copernicus.org/articles/2/9/2021/agile-giss-2-9-2021.pdf","source":{"id":"https://openalex.org/S4210203054","display_name":"AGILE GIScience Series","issn_l":"2700-8150","issn":["2700-8150"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AGILE: GIScience Series","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://agile-giss.copernicus.org/articles/2/9/2021/agile-giss-2-9-2021.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030811235","display_name":"Alec Parise","orcid":"https://orcid.org/0009-0007-2303-3760"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Alec Parise","raw_affiliation_strings":["People in Motion Lab, University of New Brunswick, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"People in Motion Lab, University of New Brunswick, Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072005077","display_name":"Miguel \u00c1ngel Manso Callejo","orcid":"https://orcid.org/0000-0003-2307-8639"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Miguel A. Manso-Callejo","raw_affiliation_strings":["Universidad Polit\u00c3\u00a9cnica de Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Polit\u00c3\u00a9cnica de Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088383217","display_name":"Hung Cao","orcid":"https://orcid.org/0000-0002-0788-4377"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hung Cao","raw_affiliation_strings":["People in Motion Lab, University of New Brunswick, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"People in Motion Lab, University of New Brunswick, Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068240080","display_name":"M\u00f3nica Wachowicz","orcid":"https://orcid.org/0000-0002-4659-0101"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]},{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU","CA"],"is_corresponding":false,"raw_author_name":"Monica Wachowicz","raw_affiliation_strings":["People in Motion Lab, University of New Brunswick, Canada","RMIT, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"People in Motion Lab, University of New Brunswick, Canada","institution_ids":["https://openalex.org/I106938459"]},{"raw_affiliation_string":"RMIT, Australia","institution_ids":["https://openalex.org/I82951845"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1215,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.44590278,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"2","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9901000261306763,"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":0.9901000261306763,"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":0.9692000150680542,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9176999926567078,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/occupancy","display_name":"Occupancy","score":0.953648567199707},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.639940619468689},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.632814347743988},{"id":"https://openalex.org/keywords/gyroscope","display_name":"Gyroscope","score":0.6202175617218018},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6044121384620667},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.5868216156959534},{"id":"https://openalex.org/keywords/accelerometer","display_name":"Accelerometer","score":0.5230768322944641},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5221496224403381},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.42638713121414185},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3217966556549072},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1689973771572113},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1656898558139801},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.12077987194061279},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.10597309470176697},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.09335923194885254},{"id":"https://openalex.org/keywords/architectural-engineering","display_name":"Architectural engineering","score":0.0822782814502716}],"concepts":[{"id":"https://openalex.org/C160331591","wikidata":"https://www.wikidata.org/wiki/Q7075743","display_name":"Occupancy","level":2,"score":0.953648567199707},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.639940619468689},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.632814347743988},{"id":"https://openalex.org/C158488048","wikidata":"https://www.wikidata.org/wiki/Q483400","display_name":"Gyroscope","level":2,"score":0.6202175617218018},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6044121384620667},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.5868216156959534},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.5230768322944641},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5221496224403381},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.42638713121414185},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3217966556549072},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1689973771572113},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1656898558139801},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.12077987194061279},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.10597309470176697},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.09335923194885254},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0822782814502716},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5194/agile-giss-2-9-2021","is_oa":true,"landing_page_url":"https://doi.org/10.5194/agile-giss-2-9-2021","pdf_url":"https://agile-giss.copernicus.org/articles/2/9/2021/agile-giss-2-9-2021.pdf","source":{"id":"https://openalex.org/S4210203054","display_name":"AGILE GIScience Series","issn_l":"2700-8150","issn":["2700-8150"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AGILE: GIScience Series","raw_type":"journal-article"},{"id":"pmh:oai:oa.upm.es:67401","is_oa":false,"landing_page_url":"https://oa.upm.es/67401/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196323","display_name":"UPM Digital Archive (Technical University of Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I88060688","host_organization_name":"Universidad Polit\u00e9cnica de Madrid","host_organization_lineage":["https://openalex.org/I88060688"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Proceedings of the 24th AGILE Conference on Geographic Information Science (AGILE\u20192021) | AGILE:  GIScience Series, 2, 9, 2021 | 8\u201311 June 2021 | Chania, Crete, Greece","raw_type":"info:eu-repo/semantics/acceptedVersion"}],"best_oa_location":{"id":"doi:10.5194/agile-giss-2-9-2021","is_oa":true,"landing_page_url":"https://doi.org/10.5194/agile-giss-2-9-2021","pdf_url":"https://agile-giss.copernicus.org/articles/2/9/2021/agile-giss-2-9-2021.pdf","source":{"id":"https://openalex.org/S4210203054","display_name":"AGILE GIScience Series","issn_l":"2700-8150","issn":["2700-8150"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AGILE: GIScience Series","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320307791","display_name":"Cisco Systems","ror":"https://ror.org/03yt1ez60"},{"id":"https://openalex.org/F4320314000","display_name":"Compute Canada","ror":"https://ror.org/03ty8yr27"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3170222427.pdf","grobid_xml":"https://content.openalex.org/works/W3170222427.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1969207409","https://openalex.org/W2103725244","https://openalex.org/W2464948348","https://openalex.org/W2533295559","https://openalex.org/W2543981688","https://openalex.org/W2747599906","https://openalex.org/W2752271148","https://openalex.org/W2796394553","https://openalex.org/W2916632221","https://openalex.org/W2945745652","https://openalex.org/W2974414133","https://openalex.org/W2979880198","https://openalex.org/W3002526174","https://openalex.org/W3011667374","https://openalex.org/W3035040013","https://openalex.org/W3044409813","https://openalex.org/W3046053645","https://openalex.org/W3095925737","https://openalex.org/W6822907740"],"related_works":["https://openalex.org/W2356006086","https://openalex.org/W2545168295","https://openalex.org/W2365897603","https://openalex.org/W4234814094","https://openalex.org/W2156308897","https://openalex.org/W4303613760","https://openalex.org/W2361871310","https://openalex.org/W2417246878","https://openalex.org/W1982154684","https://openalex.org/W4290466010"],"abstract_inverted_index":{"Abstract.":[0],"The":[1,110,134],"Internet":[2],"of":[3,13,84,112,121,166,177],"Things":[4],"is":[5,34,41,116,136,148],"a":[6,36,49,55,132,149,159],"multi-sensor":[7],"technology":[8],"with":[9,118],"the":[10,44,71,82,119,143,152,162,164,173,175],"unique":[11],"advantage":[12],"supporting":[14],"non-intrusive":[15,56,95,129],"and":[16,87,107,142,154],"non-device":[17],"occupancy":[18,28,32,76,155],"detection,":[19],"while":[20],"also":[21],"allowing":[22],"us":[23],"to":[24,54,69],"explore":[25],"new":[26],"forecasting":[27,31,50,75],"models.":[29],"However,":[30],"presence":[33,77,156],"not":[35],"trivial":[37],"task,":[38],"since":[39],"it":[40],"still":[42],"unknown":[43],"main":[45],"criteria":[46],"in":[47,78,131,157,169],"selecting":[48],"modelling":[51],"approach":[52],"according":[53],"sensing":[57,130],"strategy.":[58],"Towards":[59],"this":[60,62,113],"challenge,":[61],"paper":[63],"proposes":[64],"an":[65,122,126,170,178],"analytical":[66,114],"workflow":[67,115],"developed":[68],"support":[70],"Prophet":[72],"model":[73],"for":[74,125],"indoor":[79,171,179],"spaces":[80],"throughout":[81],"tasks":[83],"sensing,":[85],"processing,":[86],"analysing":[88],"event":[89],"triggered":[90,168],"data":[91],"generated":[92],"from":[93],"ten":[94],"sensors,":[96],"including":[97],"motion,":[98],"temperature,":[99],"luminosity,":[100],"CO2,":[101],"TVOC,":[102],"sound,":[103],"pressure,":[104],"accelerometer,":[105],"gyroscope,":[106],"humidity":[108],"sensors.":[109],"usefulness":[111],"demonstrated":[117],"implementation":[120],"IoT":[123],"platform":[124],"experiment":[127],"operating":[128],"classroom.":[133],"assessment":[135],"made":[137],"at":[138],"different":[139],"time":[140],"intervals":[141],"results":[144],"confirm":[145],"that":[146,161],"there":[147],"relationship":[150],"between":[151],"event-count":[153],"such":[158],"way":[160],"larger":[163],"number":[165],"events":[167],"space,":[172],"higher":[174],"probability":[176],"space":[180],"being":[181],"occupied.":[182]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}