{"id":"https://openalex.org/W7124954069","doi":"https://doi.org/10.1109/icsc67755.2025.11335050","title":"A Multi-Horizon Data-Driven Framework for Indoor Temperature Forecasting to Enhance Energy Efficiency","display_name":"A Multi-Horizon Data-Driven Framework for Indoor Temperature Forecasting to Enhance Energy Efficiency","publication_year":2025,"publication_date":"2025-10-22","ids":{"openalex":"https://openalex.org/W7124954069","doi":"https://doi.org/10.1109/icsc67755.2025.11335050"},"language":"en","primary_location":{"id":"doi:10.1109/icsc67755.2025.11335050","doi":"https://doi.org/10.1109/icsc67755.2025.11335050","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsc67755.2025.11335050","pdf_url":null,"source":{"id":"https://openalex.org/S7407086179","display_name":"International Conference on Systems and Control (ICSC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"2025 13th International Conference on Systems and Control (ICSC)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5098445318","display_name":"Mohammed Ennejjar","orcid":"https://orcid.org/0009-0004-2298-1396","observed_orcids":["https://orcid.org/0009-0004-2298-1396"]},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohammed Ennejjar","raw_affiliation_strings":["Cadi Ayyad University,UCA, Faculty of Sciences Semlalia, LISI Laboratory, I2SP Team, Bd. Prince My Abdellah,Marrakesh,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cadi Ayyad University,UCA, Faculty of Sciences Semlalia, LISI Laboratory, I2SP Team, Bd. Prince My Abdellah,Marrakesh,Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098401785","display_name":"Mustapha Ezzini","orcid":"https://orcid.org/0009-0002-8429-6699","observed_orcids":["https://orcid.org/0009-0002-8429-6699"]},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mustapha Ezzini","raw_affiliation_strings":["Cadi Ayyad University,UCA, Faculty of Sciences Semlalia, Fluid Mechanics and Energetic Laboratory, Bd. Prince My Abdellah,Marrakesh,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cadi Ayyad University,UCA, Faculty of Sciences Semlalia, Fluid Mechanics and Energetic Laboratory, Bd. Prince My Abdellah,Marrakesh,Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037980348","display_name":"Mohammed Ali Jallal","orcid":"https://orcid.org/0000-0003-4927-7169","observed_orcids":["https://orcid.org/0000-0003-4927-7169"]},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]},{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]},{"id":"https://openalex.org/I3019244752","display_name":"Laboratoire d\u2019Innovation pour les Technologies des \u00c9nergies Nouvelles et les nanomat\u00e9riaux","ror":"https://ror.org/01mbz8562","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I3019244752","https://openalex.org/I4210127723"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR","MA"],"is_corresponding":false,"raw_author_name":"Mohammed Ali Jallal","raw_affiliation_strings":["Univ. Grenoble Alpes, CEA, Liten, Campus Ines, 73375, Le Bourget-du-Lac, France Cadi Ayyad University,UCA, Faculty of Sciences Semlalia, LISI Laboratory, I2SP Team"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Grenoble Alpes, CEA, Liten, Campus Ines, 73375, Le Bourget-du-Lac, France Cadi Ayyad University,UCA, Faculty of Sciences Semlalia, LISI Laboratory, I2SP Team","institution_ids":["https://openalex.org/I119856527","https://openalex.org/I2738703131","https://openalex.org/I3019244752","https://openalex.org/I899635006"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080537891","display_name":"Samira Chabaa","orcid":"https://orcid.org/0000-0003-1273-0978","observed_orcids":["https://orcid.org/0000-0003-1273-0978"]},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Samira Chabaa","raw_affiliation_strings":["UIZ Agadir Cadi Ayyad University, UCA, Faculty of Sciences Semlalia, LISI Laboratory, I2SP Team,LISAD laboratory,Industrial Engineering Dept. ENSA,Marrakech,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UIZ Agadir Cadi Ayyad University, UCA, Faculty of Sciences Semlalia, LISI Laboratory, I2SP Team,LISAD laboratory,Industrial Engineering Dept. ENSA,Marrakech,Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074600538","display_name":"Sa\u00efda Ibnyaich","orcid":"https://orcid.org/0000-0002-6562-299X","observed_orcids":["https://orcid.org/0000-0002-6562-299X"]},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Saida Ibnyaich","raw_affiliation_strings":["Cadi Ayyad University,UCA, Faculty of Sciences Semlalia, LISI Laboratory, I2SP Team, Bd. Prince My Abdellah,Marrakesh,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cadi Ayyad University,UCA, Faculty of Sciences Semlalia, LISI Laboratory, I2SP Team, Bd. Prince My Abdellah,Marrakesh,Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026788267","display_name":"Abdelouhab Zeroual","orcid":"https://orcid.org/0000-0003-0047-6853","observed_orcids":["https://orcid.org/0000-0003-0047-6853"]},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdelouhab Zeroual","raw_affiliation_strings":["Cadi Ayyad University,UCA, Faculty of Sciences Semlalia, LISI Laboratory, I2SP Team, Bd. Prince My Abdellah,Marrakesh,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cadi Ayyad University,UCA, Faculty of Sciences Semlalia, LISI Laboratory, I2SP Team, Bd. Prince My Abdellah,Marrakesh,Morocco","institution_ids":["https://openalex.org/I119856527"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"284","last_page":"289"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9922000169754028,"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":0.9922000169754028,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.0044999998062849045,"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.00019999999494757503,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/indoor-temperature-forecasting","display_name":"indoor temperature forecasting","score":0.9990000128746033},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.953000009059906},{"id":"https://openalex.org/keywords/long-short-term-memory-networks","display_name":"long short-term memory networks","score":0.8399999737739563},{"id":"https://openalex.org/keywords/meteorological-inputs","display_name":"meteorological inputs","score":0.8029999732971191},{"id":"https://openalex.org/keywords/energy-efficiency","display_name":"energy efficiency","score":0.49900001287460327},{"id":"https://openalex.org/keywords/energy-management-systems","display_name":"energy management systems","score":0.8320000171661377},{"id":"https://openalex.org/keywords/indoor-thermal-comfort","display_name":"indoor thermal comfort","score":0.8820000290870667},{"id":"https://openalex.org/keywords/multi-horizon-forecasting","display_name":"multi-horizon forecasting","score":0.7609999775886536},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"dimensionality reduction","score":0.6589999794960022}],"concepts":[{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.626800000667572},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.5430999994277954},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5293999910354614},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4909000098705292},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49000000953674316},{"id":"https://openalex.org/C82210777","wikidata":"https://www.wikidata.org/wiki/Q178828","display_name":"Dew point","level":2,"score":0.46470001339912415},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.4099000096321106},{"id":"https://openalex.org/C2983363897","wikidata":"https://www.wikidata.org/wiki/Q845339","display_name":"Air temperature","level":2,"score":0.39419999718666077},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3926999866962433},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.38940000534057617},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.36809998750686646},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.3587000072002411},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.34439998865127563},{"id":"https://openalex.org/C536315585","wikidata":"https://www.wikidata.org/wiki/Q7698332","display_name":"Temperature control","level":2,"score":0.3188999891281128},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.3077000081539154},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.3046000003814697},{"id":"https://openalex.org/C607359","wikidata":"https://www.wikidata.org/wiki/Q845339","display_name":"Atmospheric temperature","level":2,"score":0.29100000858306885},{"id":"https://openalex.org/C118365302","wikidata":"https://www.wikidata.org/wiki/Q4817115","display_name":"Atmospheric model","level":2,"score":0.28999999165534973},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2881999909877777},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2770000100135803},{"id":"https://openalex.org/C133913538","wikidata":"https://www.wikidata.org/wiki/Q774514","display_name":"Thermal comfort","level":2,"score":0.2736000120639801},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.26260000467300415},{"id":"https://openalex.org/C204530211","wikidata":"https://www.wikidata.org/wiki/Q752823","display_name":"Thermal","level":2,"score":0.25870001316070557},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.25360000133514404}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icsc67755.2025.11335050","doi":"https://doi.org/10.1109/icsc67755.2025.11335050","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsc67755.2025.11335050","pdf_url":null,"source":{"id":"https://openalex.org/S7407086179","display_name":"International Conference on Systems and Control (ICSC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"2025 13th International Conference on Systems and Control (ICSC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.821399986743927},{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.75},{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5378999710083008}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2314153399","https://openalex.org/W2766585573","https://openalex.org/W2787257507","https://openalex.org/W2801498720","https://openalex.org/W3006024181","https://openalex.org/W3160542544","https://openalex.org/W3168997536","https://openalex.org/W4384345410","https://openalex.org/W4386122789","https://openalex.org/W4396886801","https://openalex.org/W4409226598","https://openalex.org/W4409423524","https://openalex.org/W6925835645"],"related_works":["https://openalex.org/W4409423524","https://openalex.org/W4415654200","https://openalex.org/W4409433824","https://openalex.org/W4389249448","https://openalex.org/W7155066227","https://openalex.org/W3197148882","https://openalex.org/W4386952351","https://openalex.org/W4403886226","https://openalex.org/W4406016050","https://openalex.org/W4376130149"],"abstract_inverted_index":{"This":[0],"paper":[1],"puts":[2],"forward":[3],"a":[4],"fusion-based":[5],"data-driven":[6],"framework,":[7],"PCA-LSTM,":[8],"aimed":[9],"at":[10],"enhancing":[11],"indoor":[12,115],"temperature":[13,44],"forecasting":[14],"using":[15],"meteorological":[16],"input":[17,27],"variables.":[18],"The":[19,73],"model":[20,94],"combines":[21],"Principal":[22],"Component":[23],"Analysis":[24],"for":[25],"reducing":[26],"dimensionality":[28],"and":[29,69],"avoiding":[30],"data":[31],"redundancy":[32],"with":[33],"Long":[34],"Short-Term":[35],"Memory":[36],"network":[37],"dedicated":[38],"to":[39,79],"learning":[40],"temporal":[41],"dependencies":[42],"within":[43,99],"time":[45],"series.":[46],"It":[47],"is":[48],"trained":[49],"on":[50],"hourly":[51],"observations":[52],"comprising":[53],"seven":[54],"environmental":[55],"variables:":[56],"outdoor":[57],"temperature,":[58,63],"relative":[59],"humidity,":[60],"dew":[61],"point":[62],"wind":[64],"speed,":[65],"visibility,":[66],"atmospheric":[67],"pressure,":[68],"electric":[70],"heater":[71],"consumption.":[72],"results":[74],"highlight":[75],"the":[76,92],"model\u2019s":[77],"ability":[78],"deliver":[80],"accurate":[81],"forecasts,":[82],"outperforming":[83],"conventional":[84],"methods.":[85],"With":[86],"this":[87],"high":[88],"level":[89],"of":[90],"accuracy,":[91],"PCA-LSTM":[93],"can":[95],"be":[96],"effectively":[97],"embedded":[98],"an":[100],"Energy":[101],"Management":[102],"System":[103],"(EMS),":[104],"enabling":[105],"advanced":[106],"control":[107],"mechanisms":[108],"that":[109],"reduce":[110],"energy":[111],"usage":[112],"while":[113],"maintaining":[114],"thermal":[116],"comfort.":[117]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-01-21T00:00:00"}