{"id":"https://openalex.org/W4386281071","doi":"https://doi.org/10.1007/978-3-031-42536-3_32","title":"Comparison of LSTM, GRU and Transformer Neural Network Architecture for Prediction of Wind Turbine Variables","display_name":"Comparison of LSTM, GRU and Transformer Neural Network Architecture for Prediction of Wind Turbine Variables","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4386281071","doi":"https://doi.org/10.1007/978-3-031-42536-3_32"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-42536-3_32","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-42536-3_32","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"type":"book-chapter","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/A5054721784","display_name":"Pablo-Andr\u00e9s Buest\u00e1n-Andrade","orcid":"https://orcid.org/0000-0002-9210-1591"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]},{"id":"https://openalex.org/I4210087785","display_name":"Universidad Cat\u00f3lica de Cuenca","ror":"https://ror.org/0036b6n81","country_code":"EC","type":"education","lineage":["https://openalex.org/I4210087785"]}],"countries":["EC","ES"],"is_corresponding":true,"raw_author_name":"Pablo-Andr\u00e9s Buest\u00e1n-Andrade","raw_affiliation_strings":["Computer Sciences Faculty, Complutense University of Madrid, 28040, Madrid, Spain","Universidad Cat\u00f3lica de Cuenca, Cuenca, 010101, Ecuador"],"affiliations":[{"raw_affiliation_string":"Computer Sciences Faculty, Complutense University of Madrid, 28040, Madrid, Spain","institution_ids":["https://openalex.org/I121748325"]},{"raw_affiliation_string":"Universidad Cat\u00f3lica de Cuenca, Cuenca, 010101, Ecuador","institution_ids":["https://openalex.org/I4210087785"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087299959","display_name":"Matilde Santos","orcid":"https://orcid.org/0000-0003-1993-8368"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Matilde Santos","raw_affiliation_strings":["Institute of Knowledge Technology, Complutense University of Madrid, 28040, Madrid, Spain"],"affiliations":[{"raw_affiliation_string":"Institute of Knowledge Technology, Complutense University of Madrid, 28040, Madrid, Spain","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078453067","display_name":"J. Enrique Sierra\u2010Garc\u00eda","orcid":"https://orcid.org/0000-0001-6088-9954"},"institutions":[{"id":"https://openalex.org/I46176106","display_name":"Universidad de Burgos","ror":"https://ror.org/049da5t36","country_code":"ES","type":"education","lineage":["https://openalex.org/I46176106"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jes\u00fas-Enrique Sierra-Garc\u00eda","raw_affiliation_strings":["University of Burgos, 09006, Burgos, Spain"],"affiliations":[{"raw_affiliation_string":"University of Burgos, 09006, Burgos, Spain","institution_ids":["https://openalex.org/I46176106"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031850293","display_name":"Juan Pablo Pazmi\u00f1o Piedra","orcid":"https://orcid.org/0000-0003-0069-7680"},"institutions":[{"id":"https://openalex.org/I4210087785","display_name":"Universidad Cat\u00f3lica de Cuenca","ror":"https://ror.org/0036b6n81","country_code":"EC","type":"education","lineage":["https://openalex.org/I4210087785"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Juan-Pablo Pazmi\u00f1o-Piedra","raw_affiliation_strings":["Universidad Cat\u00f3lica de Cuenca, Cuenca, 010101, Ecuador"],"affiliations":[{"raw_affiliation_string":"Universidad Cat\u00f3lica de Cuenca, Cuenca, 010101, Ecuador","institution_ids":["https://openalex.org/I4210087785"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5054721784"],"corresponding_institution_ids":["https://openalex.org/I121748325","https://openalex.org/I4210087785"],"apc_list":null,"apc_paid":null,"fwci":25.8728,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.99804704,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"334","last_page":"343"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9997000098228455,"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":0.9997000098228455,"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/T10680","display_name":"Wind Energy Research and Development","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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":0.9902999997138977,"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/transformer","display_name":"Transformer","score":0.6682796478271484},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6645821332931519},{"id":"https://openalex.org/keywords/turbine","display_name":"Turbine","score":0.590867280960083},{"id":"https://openalex.org/keywords/renewable-energy","display_name":"Renewable energy","score":0.567898690700531},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.550347089767456},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.5210689902305603},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4872114062309265},{"id":"https://openalex.org/keywords/wind-speed","display_name":"Wind speed","score":0.43328654766082764},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4204004406929016},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3913412094116211},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.38542187213897705},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.1310029923915863},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.125029057264328}],"concepts":[{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6682796478271484},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6645821332931519},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.590867280960083},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.567898690700531},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.550347089767456},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.5210689902305603},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4872114062309265},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.43328654766082764},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4204004406929016},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3913412094116211},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.38542187213897705},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.1310029923915863},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.125029057264328},{"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/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"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/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-42536-3_32","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-42536-3_32","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8199999928474426,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2954586649","https://openalex.org/W3089243611","https://openalex.org/W3112298559","https://openalex.org/W3121826667","https://openalex.org/W3132882148","https://openalex.org/W3198403167","https://openalex.org/W3213646623","https://openalex.org/W4229044366","https://openalex.org/W4327545557"],"related_works":["https://openalex.org/W4380482219","https://openalex.org/W3214712242","https://openalex.org/W3204461065","https://openalex.org/W1965417009","https://openalex.org/W2085232331","https://openalex.org/W2018320994","https://openalex.org/W2738547440","https://openalex.org/W2460685830","https://openalex.org/W2742210008","https://openalex.org/W2925195937"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":1}],"updated_date":"2026-01-21T23:30:37.877113","created_date":"2025-10-10T00:00:00"}
