{"id":"https://openalex.org/W2898200171","doi":"https://doi.org/10.1109/mitp.2018.053891335","title":"Improving Energy Consumption of a Commercial Building with IoT and Machine Learning","display_name":"Improving Energy Consumption of a Commercial Building with IoT and Machine Learning","publication_year":2018,"publication_date":"2018-09-01","ids":{"openalex":"https://openalex.org/W2898200171","doi":"https://doi.org/10.1109/mitp.2018.053891335","mag":"2898200171"},"language":"en","primary_location":{"id":"doi:10.1109/mitp.2018.053891335","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mitp.2018.053891335","pdf_url":null,"source":{"id":"https://openalex.org/S86192639","display_name":"IT Professional","issn_l":"1520-9202","issn":["1520-9202","1941-045X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IT Professional","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://researchonline.gcu.ac.uk/en/publications/03e4eaf4-ce8a-4fb1-89c9-15074a5751e0","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008938944","display_name":"Abbas Javed","orcid":"https://orcid.org/0000-0001-9243-4364"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Abbas Javed","raw_affiliation_strings":["COMSATS Institute of Information Technology"],"affiliations":[{"raw_affiliation_string":"COMSATS Institute of Information Technology","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083724607","display_name":"Hadi Larijani","orcid":"https://orcid.org/0000-0002-6826-207X"},"institutions":[{"id":"https://openalex.org/I195939026","display_name":"Glasgow Caledonian University","ror":"https://ror.org/03dvm1235","country_code":"GB","type":"education","lineage":["https://openalex.org/I195939026"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hadi Larijani","raw_affiliation_strings":["Glasgow Caledonian University"],"affiliations":[{"raw_affiliation_string":"Glasgow Caledonian University","institution_ids":["https://openalex.org/I195939026"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090265564","display_name":"Andrew Wixted","orcid":"https://orcid.org/0000-0002-0294-422X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andrew Wixted","raw_affiliation_strings":["Griffith College"],"affiliations":[{"raw_affiliation_string":"Griffith College","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5008938944"],"corresponding_institution_ids":["https://openalex.org/I16076960"],"apc_list":null,"apc_paid":null,"fwci":6.632,"has_fulltext":true,"cited_by_count":75,"citation_normalized_percentile":{"value":0.97057523,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"20","issue":"5","first_page":"30","last_page":"38"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9902999997138977,"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/T12546","display_name":"Smart Parking Systems Research","score":0.9853000044822693,"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/hvac","display_name":"HVAC","score":0.9423762559890747},{"id":"https://openalex.org/keywords/air-conditioning","display_name":"Air conditioning","score":0.6546541452407837},{"id":"https://openalex.org/keywords/building-automation","display_name":"Building automation","score":0.631476879119873},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.629277229309082},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5876140594482422},{"id":"https://openalex.org/keywords/home-automation","display_name":"Home automation","score":0.5689926147460938},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5650062561035156},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.5378692746162415},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.5292565226554871},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.48515281081199646},{"id":"https://openalex.org/keywords/battery","display_name":"Battery (electricity)","score":0.48151835799217224},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.44483208656311035},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.40891027450561523},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.3965897560119629},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.3233252167701721},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.25700366497039795},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.22017359733581543},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14089596271514893}],"concepts":[{"id":"https://openalex.org/C122346748","wikidata":"https://www.wikidata.org/wiki/Q1798773","display_name":"HVAC","level":3,"score":0.9423762559890747},{"id":"https://openalex.org/C103742991","wikidata":"https://www.wikidata.org/wiki/Q173725","display_name":"Air conditioning","level":2,"score":0.6546541452407837},{"id":"https://openalex.org/C83931994","wikidata":"https://www.wikidata.org/wiki/Q1149653","display_name":"Building automation","level":2,"score":0.631476879119873},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.629277229309082},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5876140594482422},{"id":"https://openalex.org/C507571656","wikidata":"https://www.wikidata.org/wiki/Q848436","display_name":"Home automation","level":2,"score":0.5689926147460938},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5650062561035156},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.5378692746162415},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.5292565226554871},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.48515281081199646},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.48151835799217224},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.44483208656311035},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.40891027450561523},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.3965897560119629},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.3233252167701721},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25700366497039795},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.22017359733581543},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14089596271514893},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mitp.2018.053891335","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mitp.2018.053891335","pdf_url":null,"source":{"id":"https://openalex.org/S86192639","display_name":"IT Professional","issn_l":"1520-9202","issn":["1520-9202","1941-045X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IT Professional","raw_type":"journal-article"},{"id":"pmh:oai:researchonline.gcu.ac.uk:openaire/03e4eaf4-ce8a-4fb1-89c9-15074a5751e0","is_oa":true,"landing_page_url":"https://researchonline.gcu.ac.uk/en/publications/03e4eaf4-ce8a-4fb1-89c9-15074a5751e0","pdf_url":null,"source":{"id":"https://openalex.org/S4306402566","display_name":"ResearchOnline (Glasgow Caledonian University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I195939026","host_organization_name":"Glasgow Caledonian University","host_organization_lineage":["https://openalex.org/I195939026"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Javed, A, Larijani, H & Wixted, A 2018, 'Improving energy consumption of commercial building with IoT and machine learning', IT Professional, vol. 20, no. 5, pp. 30-38. https://doi.org/10.1109/MITP.2018.053891335","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:researchonline.gcu.ac.uk:openaire/03e4eaf4-ce8a-4fb1-89c9-15074a5751e0","is_oa":true,"landing_page_url":"https://researchonline.gcu.ac.uk/en/publications/03e4eaf4-ce8a-4fb1-89c9-15074a5751e0","pdf_url":null,"source":{"id":"https://openalex.org/S4306402566","display_name":"ResearchOnline (Glasgow Caledonian University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I195939026","host_organization_name":"Glasgow Caledonian University","host_organization_lineage":["https://openalex.org/I195939026"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Javed, A, Larijani, H & Wixted, A 2018, 'Improving energy consumption of commercial building with IoT and machine learning', IT Professional, vol. 20, no. 5, pp. 30-38. https://doi.org/10.1109/MITP.2018.053891335","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"score":0.9100000262260437,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1691456054","https://openalex.org/W2010470943","https://openalex.org/W2033213616","https://openalex.org/W2059358778","https://openalex.org/W2111619626","https://openalex.org/W2119046642","https://openalex.org/W2121896394","https://openalex.org/W2140669960","https://openalex.org/W2166681263","https://openalex.org/W2238723005","https://openalex.org/W2243299349","https://openalex.org/W2564566221"],"related_works":["https://openalex.org/W3046823714","https://openalex.org/W2348218441","https://openalex.org/W4205684936","https://openalex.org/W3021806226","https://openalex.org/W2749654269","https://openalex.org/W3015874164","https://openalex.org/W2735458449","https://openalex.org/W2329485921","https://openalex.org/W3031841740","https://openalex.org/W3123745253"],"abstract_inverted_index":{"The":[0,22,74],"critical":[1],"requirements":[2],"for":[3,29],"devices":[4],"connected":[5],"to":[6,96],"the":[7,72,89],"Internet":[8],"of":[9,79],"Things":[10],"are":[11],"long":[12,15],"battery":[13],"life,":[14],"coverage":[16,62],"range,":[17],"and":[18,36,47,86],"low":[19],"deployment":[20],"cost.":[21],"authors":[23],"developed":[24],"a":[25,30,82],"machine-learning-based":[26],"smart":[27,75],"controller":[28,76],"commercial":[31],"buildings":[32],"HVAC":[33],"(heating,":[34],"ventilation,":[35],"air":[37],"conditioning)":[38],"system":[39],"using":[40],"LoRa":[41],"(a":[42],"long-range,":[43],"low-power":[44],"wireless":[45],"platform)":[46],"compared":[48],"it":[49],"with":[50],"short-range":[51,69],"RF":[52],"communication":[53,70],"in":[54],"an":[55],"indoor":[56],"setting.":[57],"Results":[58],"show":[59],"that":[60],"LoRas":[61],"range":[63],"was":[64,77,84],"60.4":[65],"percent":[66],"more":[67],"than":[68],"inside":[71],"building.":[73],"capable":[78],"identifying":[80],"when":[81],"room":[83],"unoccupied":[85],"turning":[87],"off":[88],"HVAC,":[90],"reducing":[91],"its":[92],"energy":[93],"consumption":[94],"up":[95],"19.8":[97],"percent.":[98]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
