{"id":"https://openalex.org/W4390693452","doi":"https://doi.org/10.1109/icecs58634.2023.10382909","title":"Quaternion Gated Recurrent Units for Renewable Energy: Improving Power Forecasting","display_name":"Quaternion Gated Recurrent Units for Renewable Energy: Improving Power Forecasting","publication_year":2023,"publication_date":"2023-12-04","ids":{"openalex":"https://openalex.org/W4390693452","doi":"https://doi.org/10.1109/icecs58634.2023.10382909"},"language":"en","primary_location":{"id":"doi:10.1109/icecs58634.2023.10382909","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icecs58634.2023.10382909","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 30th IEEE International Conference on Electronics, Circuits and Systems (ICECS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5069474004","display_name":"Gianfranco Di Marco","orcid":null},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gianfranco Di Marco","raw_affiliation_strings":["Sapienza University of Rome,Electronics and Telecommunications (DIET),Department of Information Engineering,Italy","Department of Information Engineering, Electronics and Telecommunications (DIET), Sapienza University of Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sapienza University of Rome,Electronics and Telecommunications (DIET),Department of Information Engineering,Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Information Engineering, Electronics and Telecommunications (DIET), Sapienza University of Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019647783","display_name":"Danilo Comminiello","orcid":"https://orcid.org/0000-0003-4067-4504"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Danilo Comminiello","raw_affiliation_strings":["Sapienza University of Rome,Electronics and Telecommunications (DIET),Department of Information Engineering,Italy","Department of Information Engineering, Electronics and Telecommunications (DIET), Sapienza University of Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sapienza University of Rome,Electronics and Telecommunications (DIET),Department of Information Engineering,Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Information Engineering, Electronics and Telecommunications (DIET), Sapienza University of Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067809229","display_name":"Michele Scarpiniti","orcid":"https://orcid.org/0000-0002-3164-6256"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michele Scarpiniti","raw_affiliation_strings":["Sapienza University of Rome,Electronics and Telecommunications (DIET),Department of Information Engineering,Italy","Department of Information Engineering, Electronics and Telecommunications (DIET), Sapienza University of Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sapienza University of Rome,Electronics and Telecommunications (DIET),Department of Information Engineering,Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Information Engineering, Electronics and Telecommunications (DIET), Sapienza University of Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039283820","display_name":"Aurelio Uncini","orcid":"https://orcid.org/0000-0002-5793-0917"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Aurelio Uncini","raw_affiliation_strings":["Sapienza University of Rome,Electronics and Telecommunications (DIET),Department of Information Engineering,Italy","Department of Information Engineering, Electronics and Telecommunications (DIET), Sapienza University of Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sapienza University of Rome,Electronics and Telecommunications (DIET),Department of Information Engineering,Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Information Engineering, Electronics and Telecommunications (DIET), Sapienza University of Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I861853513"],"apc_list":null,"apc_paid":null,"fwci":0.5409,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62155017,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.998199999332428,"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":0.998199999332428,"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/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T13650","display_name":"Computational Physics and Python Applications","score":0.9876000285148621,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/quaternion","display_name":"Quaternion","score":0.8726187944412231},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7024222016334534},{"id":"https://openalex.org/keywords/renewable-energy","display_name":"Renewable energy","score":0.6985244750976562},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6347761154174805},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.5949599146842957},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.49442148208618164},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.48055365681648254},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.47885772585868835},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4543532431125641},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4208064675331116},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37684348225593567},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.34852322936058044},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15622776746749878},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1324664056301117},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.12531247735023499},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11743250489234924},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.10533809661865234}],"concepts":[{"id":"https://openalex.org/C200127275","wikidata":"https://www.wikidata.org/wiki/Q173853","display_name":"Quaternion","level":2,"score":0.8726187944412231},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7024222016334534},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.6985244750976562},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6347761154174805},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.5949599146842957},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.49442148208618164},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.48055365681648254},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.47885772585868835},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4543532431125641},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4208064675331116},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37684348225593567},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.34852322936058044},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15622776746749878},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1324664056301117},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.12531247735023499},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11743250489234924},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10533809661865234},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icecs58634.2023.10382909","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icecs58634.2023.10382909","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 30th IEEE International Conference on Electronics, Circuits and Systems (ICECS)","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.uniroma1.it:11573/1701395","is_oa":false,"landing_page_url":"https://hdl.handle.net/11573/1701395","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","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":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8899999856948853}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2296521892","https://openalex.org/W2330519681","https://openalex.org/W2517336843","https://openalex.org/W2524790587","https://openalex.org/W2760948241","https://openalex.org/W2769752211","https://openalex.org/W2905556235","https://openalex.org/W2964199361","https://openalex.org/W3129054759","https://openalex.org/W3134021547","https://openalex.org/W3163462841","https://openalex.org/W4210600196","https://openalex.org/W4226095941","https://openalex.org/W4308217730","https://openalex.org/W4312984359","https://openalex.org/W6640212811","https://openalex.org/W6752004172"],"related_works":["https://openalex.org/W3127350447","https://openalex.org/W3108700312","https://openalex.org/W4225472102","https://openalex.org/W2382948573","https://openalex.org/W2887325221","https://openalex.org/W2084651007","https://openalex.org/W2184550115","https://openalex.org/W3121191907","https://openalex.org/W2391028436","https://openalex.org/W2368484960"],"abstract_inverted_index":{"The":[0,38,77],"unstable":[1],"nature":[2],"of":[3,46,59,62,80,97,107],"renewable":[4],"energy":[5,35],"sources":[6],"makes":[7],"it":[8],"necessary":[9],"to":[10,14],"optimize":[11],"their":[12],"management":[13],"maximize":[15],"efficiency":[16],"and":[17,48,68,89],"reduce":[18],"final":[19],"emissions.":[20],"In":[21],"this":[22],"work,":[23],"we":[24],"propose":[25],"the":[26,33,44,54,69,81,95,98,103,108,110],"quaternion-valued":[27],"gated":[28],"recurrent":[29],"unit":[30],"(QGRU)":[31],"for":[32,43],"(deterministic)":[34],"forecasting":[36],"task.":[37],"presented":[39],"models":[40],"are":[41],"used":[42],"prediction":[45],"Photovoltaic":[47],"Wind":[49],"Power":[50],"sources,":[51],"focusing":[52],"on":[53],"GEFCom2014":[55],"dataset,":[56],"which":[57],"consists":[58],"several":[60],"pieces":[61],"information,":[63],"such":[64],"as":[65],"weather":[66],"data":[67,82],"corresponding":[70],"power":[71],"production":[72],"collected":[73],"over":[74],"different":[75],"years.":[76],"quaternion":[78],"embedding":[79],"has":[83],"been":[84],"also":[85],"described.":[86],"Numerical":[87],"results":[88],"comparisons":[90],"with":[91],"state-of-the-art":[92],"approaches":[93],"show":[94],"effectiveness":[96],"proposed":[99],"idea,":[100],"highlighting":[101],"that":[102],"QGRU":[104],"outperforms":[105],"most":[106],"time":[109],"correspondent":[111],"GRU":[112],"model.":[113]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2024-01-13T00:00:00"}
