{"id":"https://openalex.org/W4283368059","doi":"https://doi.org/10.1109/aqtr55203.2022.9801969","title":"Efficient Load Forecasting Model Assessment for Embedded Building Energy Management Systems","display_name":"Efficient Load Forecasting Model Assessment for Embedded Building Energy Management Systems","publication_year":2022,"publication_date":"2022-05-19","ids":{"openalex":"https://openalex.org/W4283368059","doi":"https://doi.org/10.1109/aqtr55203.2022.9801969"},"language":"en","primary_location":{"id":"doi:10.1109/aqtr55203.2022.9801969","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aqtr55203.2022.9801969","pdf_url":null,"source":{"id":"https://openalex.org/S4363608529","display_name":"2022 IEEE International Conference on Automation, Quality and Testing, Robotics (AQTR)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Automation, Quality and Testing, Robotics (AQTR)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061606170","display_name":"Cristina Nichiforov","orcid":"https://orcid.org/0000-0003-0876-9845"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Cristina Nichiforov","raw_affiliation_strings":["University \"Politehnica\" of Bucharest,Department of Automatics and Industrial Informatics","Department of Automatics and Industrial Informatics, University \"Politehnica\" of Bucharest"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University \"Politehnica\" of Bucharest,Department of Automatics and Industrial Informatics","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"Department of Automatics and Industrial Informatics, University \"Politehnica\" of Bucharest","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048697620","display_name":"Nicoleta Arghira","orcid":"https://orcid.org/0000-0002-2066-968X"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Nicoleta Arghira","raw_affiliation_strings":["University \"Politehnica\" of Bucharest,Department of Automatics and Industrial Informatics","Department of Automatics and Industrial Informatics, University \"Politehnica\" of Bucharest"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University \"Politehnica\" of Bucharest,Department of Automatics and Industrial Informatics","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"Department of Automatics and Industrial Informatics, University \"Politehnica\" of Bucharest","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079563165","display_name":"Grigore St\u00e2m\u00e2tescu","orcid":"https://orcid.org/0000-0002-9647-6817"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Grigore Stamatescu","raw_affiliation_strings":["University \"Politehnica\" of Bucharest,Department of Automatics and Industrial Informatics","Department of Automatics and Industrial Informatics, University \"Politehnica\" of Bucharest"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University \"Politehnica\" of Bucharest,Department of Automatics and Industrial Informatics","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"Department of Automatics and Industrial Informatics, University \"Politehnica\" of Bucharest","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081102520","display_name":"Iulia Stamatescu","orcid":"https://orcid.org/0000-0002-4484-4534"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Iulia Stamatescu","raw_affiliation_strings":["University \"Politehnica\" of Bucharest,Department of Automatics and Industrial Informatics","Department of Automatics and Industrial Informatics, University \"Politehnica\" of Bucharest"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University \"Politehnica\" of Bucharest,Department of Automatics and Industrial Informatics","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"Department of Automatics and Industrial Informatics, University \"Politehnica\" of Bucharest","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010159159","display_name":"Ioana F\u0103g\u0103r\u0103\u015fan","orcid":"https://orcid.org/0000-0002-0041-6431"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Ioana Fagarasan","raw_affiliation_strings":["University \"Politehnica\" of Bucharest,Department of Automatics and Industrial Informatics","Department of Automatics and Industrial Informatics, University \"Politehnica\" of Bucharest"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University \"Politehnica\" of Bucharest,Department of Automatics and Industrial Informatics","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"Department of Automatics and Industrial Informatics, University \"Politehnica\" of Bucharest","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108621922","display_name":"Sergiu Stelian Iliescu","orcid":null},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Sergiu Stelian Iliescu","raw_affiliation_strings":["University \"Politehnica\" of Bucharest,Department of Automatics and Industrial Informatics","Department of Automatics and Industrial Informatics, University \"Politehnica\" of Bucharest"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University \"Politehnica\" of Bucharest,Department of Automatics and Industrial Informatics","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"Department of Automatics and Industrial Informatics, University \"Politehnica\" of Bucharest","institution_ids":["https://openalex.org/I61641377"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I61641377"],"apc_list":null,"apc_paid":null,"fwci":1.9135,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.85479711,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"240","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9972000122070312,"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"}},"topics":[{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9972000122070312,"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"}},{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9952999949455261,"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"}},{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9926999807357788,"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":0.6130589842796326},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.5336839556694031},{"id":"https://openalex.org/keywords/building-management-system","display_name":"Building management system","score":0.520751953125},{"id":"https://openalex.org/keywords/load-management","display_name":"Load management","score":0.4925726056098938},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.4575982689857483},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4233204424381256},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.33037394285202026},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2092401385307312},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1810021996498108},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.0990685522556305},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.09731906652450562}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6130589842796326},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.5336839556694031},{"id":"https://openalex.org/C106527866","wikidata":"https://www.wikidata.org/wiki/Q1489497","display_name":"Building management system","level":3,"score":0.520751953125},{"id":"https://openalex.org/C2779370713","wikidata":"https://www.wikidata.org/wiki/Q357554","display_name":"Load management","level":2,"score":0.4925726056098938},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.4575982689857483},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4233204424381256},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.33037394285202026},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2092401385307312},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1810021996498108},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0990685522556305},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.09731906652450562},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aqtr55203.2022.9801969","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aqtr55203.2022.9801969","pdf_url":null,"source":{"id":"https://openalex.org/S4363608529","display_name":"2022 IEEE International Conference on Automation, Quality and Testing, Robotics (AQTR)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Automation, Quality and Testing, Robotics (AQTR)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.8299999833106995,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1522700451","https://openalex.org/W2025143619","https://openalex.org/W2493112503","https://openalex.org/W2574708214","https://openalex.org/W2755807005","https://openalex.org/W2775055969","https://openalex.org/W2803612371","https://openalex.org/W2829078596","https://openalex.org/W2889462612","https://openalex.org/W2911794652","https://openalex.org/W2945137668","https://openalex.org/W2946107955","https://openalex.org/W2955206926","https://openalex.org/W2963117858","https://openalex.org/W2965791322","https://openalex.org/W3039012829","https://openalex.org/W3086922814","https://openalex.org/W3167683307","https://openalex.org/W3184580276","https://openalex.org/W6631190155","https://openalex.org/W6756026151"],"related_works":["https://openalex.org/W2810662003","https://openalex.org/W3012012463","https://openalex.org/W1981720783","https://openalex.org/W2933366859","https://openalex.org/W2897621408","https://openalex.org/W2091036197","https://openalex.org/W2763368380","https://openalex.org/W2535548666","https://openalex.org/W2002348443","https://openalex.org/W2120479322"],"abstract_inverted_index":{"Growing":[0],"urbanization":[1],"tendencies":[2],"have":[3],"increased":[4],"the":[5,38,87,127,140,146],"role":[6],"that":[7],"buildings":[8,130],"play":[9],"in":[10],"future":[11],"energy":[12,27,124],"systems.":[13],"We":[14],"present":[15],"a":[16],"comparative":[17],"study":[18],"of":[19,112,145],"load":[20,123],"forecasting":[21],"methods":[22,61,95,137],"for":[23,53,66,84,126,156],"large":[24],"commercial":[25],"buildings\u2019":[26],"traces.":[28],"Forecasts":[29],"can":[30,153],"be":[31,154],"used":[32],"to":[33,44,139],"improve":[34],"control":[35],"algorithms":[36],"at":[37],"local":[39],"and":[40,43,58,69,104],"grid":[41],"level":[42],"devise":[45],"practical":[46],"anomaly":[47],"detection":[48],"algorithms.":[49],"The":[50,121],"main":[51],"approaches":[52],"classical":[54],"modeling,":[55],"machine":[56],"learning,":[57],"deep":[59],"learning":[60],"are":[62,96],"illustrated":[63],"with":[64],"considerations":[65],"statistical":[67],"relevance":[68],"contextual":[70],"information.":[71],"Model":[72],"parameter":[73,81],"design":[74],"is":[75],"achieved":[76],"using":[77,135],"heuristics":[78],"or":[79],"systematic":[80],"space":[82],"searches":[83],"robustness.":[85],"For":[86],"available":[88],"building":[89,150],"consumption":[90],"datasets,":[91],"two":[92],"short-term":[93],"prediction":[94,113],"deployed:":[97],"Seasonal":[98],"AutoRegressive":[99],"Integrated":[100],"Moving":[101],"Average":[102],"(SARIMA)":[103],"Recurrent":[105],"Neural":[106],"Networks":[107],"(RNN).":[108],"An":[109],"extensive":[110],"evaluation":[111],"performance":[114],"was":[115],"conducted":[116],"based":[117],"on":[118],"several":[119],"metrics.":[120],"daily":[122],"forecast":[125],"7":[128],"considered":[129],"showed":[131],"higher":[132],"precision":[133],"when":[134],"RNN":[136],"compared":[138],"SARIMA":[141],"auto-regressive":[142],"algorithm.":[143],"Implementation":[144],"proposed":[147],"embedded":[148],"online":[149],"management":[151],"system":[152],"replicated":[155],"other":[157],"buildings.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
