{"id":"https://openalex.org/W4415609785","doi":"https://doi.org/10.5220/0013709700003982","title":"Wind Farm Power Prediction Using a Machine Learning Surrogate Model from a First-Principles Simulation Model","display_name":"Wind Farm Power Prediction Using a Machine Learning Surrogate Model from a First-Principles Simulation Model","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4415609785","doi":"https://doi.org/10.5220/0013709700003982"},"language":null,"primary_location":{"id":"doi:10.5220/0013709700003982","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0013709700003982","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd International Conference on Informatics in Control, Automation and Robotics","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0013709700003982","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120158066","display_name":"Sebastian Pralong","orcid":null},"institutions":[{"id":"https://openalex.org/I151201029","display_name":"Consejo Nacional de Investigaciones Cient\u00edficas y T\u00e9cnicas","ror":"https://ror.org/03cqe8w59","country_code":"AR","type":"funder","lineage":["https://openalex.org/I151201029","https://openalex.org/I4210123736","https://openalex.org/I4387155568"]},{"id":"https://openalex.org/I4210102755","display_name":"Instituto de Desarrollo Tecnol\u00f3gico para la Industria Qu\u00edmica","ror":"https://ror.org/01kwwh635","country_code":"AR","type":"facility","lineage":["https://openalex.org/I151201029","https://openalex.org/I3121987637","https://openalex.org/I4210087694","https://openalex.org/I4210102755","https://openalex.org/I4210123736","https://openalex.org/I4387155568"]}],"countries":["AR"],"is_corresponding":true,"raw_author_name":"Sebastian Pralong","raw_affiliation_strings":["Instituto de Desarrollo y Dise\u00f1o INGAR (CONICET/UTN), Avellaneda 3657, S3002GJC, Santa Fe, Argentina"],"affiliations":[{"raw_affiliation_string":"Instituto de Desarrollo y Dise\u00f1o INGAR (CONICET/UTN), Avellaneda 3657, S3002GJC, Santa Fe, Argentina","institution_ids":["https://openalex.org/I4210102755","https://openalex.org/I151201029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093092575","display_name":"Samuel Mart\u00ednez-Guti\u00e9rrez","orcid":"https://orcid.org/0000-0003-1790-9344"},"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":"Samuel Mart\u00ednez-Guti\u00e9rrez","raw_affiliation_strings":["Departarmento de Digitalicaci\u00f3n, Avda. Cantabria s/n., Universidad de Burgos, 09006 Burgos, Spain"],"affiliations":[{"raw_affiliation_string":"Departarmento de Digitalicaci\u00f3n, Avda. Cantabria s/n., Universidad de Burgos, 09006 Burgos, Spain","institution_ids":["https://openalex.org/I46176106"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063096295","display_name":"Dan E. Kr\u00f6hling","orcid":"https://orcid.org/0000-0002-3115-1800"},"institutions":[{"id":"https://openalex.org/I4210102755","display_name":"Instituto de Desarrollo Tecnol\u00f3gico para la Industria Qu\u00edmica","ror":"https://ror.org/01kwwh635","country_code":"AR","type":"facility","lineage":["https://openalex.org/I151201029","https://openalex.org/I3121987637","https://openalex.org/I4210087694","https://openalex.org/I4210102755","https://openalex.org/I4210123736","https://openalex.org/I4387155568"]},{"id":"https://openalex.org/I151201029","display_name":"Consejo Nacional de Investigaciones Cient\u00edficas y T\u00e9cnicas","ror":"https://ror.org/03cqe8w59","country_code":"AR","type":"funder","lineage":["https://openalex.org/I151201029","https://openalex.org/I4210123736","https://openalex.org/I4387155568"]}],"countries":["AR"],"is_corresponding":false,"raw_author_name":"Dan Kr\u00f6hling","raw_affiliation_strings":["Instituto de Desarrollo y Dise\u00f1o INGAR (CONICET/UTN), Avellaneda 3657, S3002GJC, Santa Fe, Argentina"],"affiliations":[{"raw_affiliation_string":"Instituto de Desarrollo y Dise\u00f1o INGAR (CONICET/UTN), Avellaneda 3657, S3002GJC, Santa Fe, Argentina","institution_ids":["https://openalex.org/I4210102755","https://openalex.org/I151201029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033748482","display_name":"Alejandro Merino","orcid":"https://orcid.org/0000-0002-8301-7195"},"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":"Alejandro Merino","raw_affiliation_strings":["Departarmento de Digitalicaci\u00f3n, Avda. Cantabria s/n., Universidad de Burgos, 09006 Burgos, Spain"],"affiliations":[{"raw_affiliation_string":"Departarmento de Digitalicaci\u00f3n, Avda. Cantabria s/n., Universidad de Burgos, 09006 Burgos, Spain","institution_ids":["https://openalex.org/I46176106"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075949647","display_name":"Gonzalo E. \u00c1lvarez","orcid":"https://orcid.org/0000-0003-1602-8051"},"institutions":[{"id":"https://openalex.org/I151201029","display_name":"Consejo Nacional de Investigaciones Cient\u00edficas y T\u00e9cnicas","ror":"https://ror.org/03cqe8w59","country_code":"AR","type":"funder","lineage":["https://openalex.org/I151201029","https://openalex.org/I4210123736","https://openalex.org/I4387155568"]},{"id":"https://openalex.org/I4210102755","display_name":"Instituto de Desarrollo Tecnol\u00f3gico para la Industria Qu\u00edmica","ror":"https://ror.org/01kwwh635","country_code":"AR","type":"facility","lineage":["https://openalex.org/I151201029","https://openalex.org/I3121987637","https://openalex.org/I4210087694","https://openalex.org/I4210102755","https://openalex.org/I4210123736","https://openalex.org/I4387155568"]}],"countries":["AR"],"is_corresponding":false,"raw_author_name":"Gonzalo Alvarez","raw_affiliation_strings":["Instituto de Desarrollo y Dise\u00f1o INGAR (CONICET/UTN), Avellaneda 3657, S3002GJC, Santa Fe, Argentina"],"affiliations":[{"raw_affiliation_string":"Instituto de Desarrollo y Dise\u00f1o INGAR (CONICET/UTN), Avellaneda 3657, S3002GJC, Santa Fe, Argentina","institution_ids":["https://openalex.org/I4210102755","https://openalex.org/I151201029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006586436","display_name":"Daniel Sarabia","orcid":"https://orcid.org/0000-0001-7802-3542"},"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":"Daniel Sarabia","raw_affiliation_strings":["Departarmento de Digitalicaci\u00f3n, Avda. Cantabria s/n., Universidad de Burgos, 09006 Burgos, Spain"],"affiliations":[{"raw_affiliation_string":"Departarmento de Digitalicaci\u00f3n, Avda. Cantabria s/n., Universidad de Burgos, 09006 Burgos, Spain","institution_ids":["https://openalex.org/I46176106"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031875872","display_name":"Ernesto Mart\u00ednez","orcid":"https://orcid.org/0000-0002-2622-1579"},"institutions":[{"id":"https://openalex.org/I151201029","display_name":"Consejo Nacional de Investigaciones Cient\u00edficas y T\u00e9cnicas","ror":"https://ror.org/03cqe8w59","country_code":"AR","type":"funder","lineage":["https://openalex.org/I151201029","https://openalex.org/I4210123736","https://openalex.org/I4387155568"]},{"id":"https://openalex.org/I4210102755","display_name":"Instituto de Desarrollo Tecnol\u00f3gico para la Industria Qu\u00edmica","ror":"https://ror.org/01kwwh635","country_code":"AR","type":"facility","lineage":["https://openalex.org/I151201029","https://openalex.org/I3121987637","https://openalex.org/I4210087694","https://openalex.org/I4210102755","https://openalex.org/I4210123736","https://openalex.org/I4387155568"]}],"countries":["AR"],"is_corresponding":false,"raw_author_name":"Ernesto Mart\u00ednez","raw_affiliation_strings":["Instituto de Desarrollo y Dise\u00f1o INGAR (CONICET/UTN), Avellaneda 3657, S3002GJC, Santa Fe, Argentina"],"affiliations":[{"raw_affiliation_string":"Instituto de Desarrollo y Dise\u00f1o INGAR (CONICET/UTN), Avellaneda 3657, S3002GJC, Santa Fe, Argentina","institution_ids":["https://openalex.org/I4210102755","https://openalex.org/I151201029"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5120158066"],"corresponding_institution_ids":["https://openalex.org/I151201029","https://openalex.org/I4210102755"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.32982777,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"417","last_page":"424"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.5325000286102295,"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":0.5325000286102295,"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":0.164000004529953,"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/T10740","display_name":"Wind Turbine Control Systems","score":0.018400000408291817,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/surrogate-model","display_name":"Surrogate model","score":0.491100013256073},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4336000084877014},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.34060001373291016},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.3253999948501587},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.31299999356269836},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.31189998984336853}],"concepts":[{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.491100013256073},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48260000348091125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45170000195503235},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4465000033378601},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4336000084877014},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.34060001373291016},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3253999948501587},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.31310001015663147},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.31299999356269836},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.31189998984336853},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.298799991607666},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.27000001072883606},{"id":"https://openalex.org/C108215451","wikidata":"https://www.wikidata.org/wiki/Q7263963","display_name":"Simulation modeling","level":2,"score":0.2614000141620636},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2517000138759613},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.2513999938964844}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5220/0013709700003982","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0013709700003982","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd International Conference on Informatics in Control, Automation and Robotics","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.5220/0013709700003982","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0013709700003982","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd International Conference on Informatics in Control, Automation and Robotics","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-28T00:00:00"}
