{"id":"https://openalex.org/W2524379995","doi":"https://doi.org/10.1007/978-3-319-47364-2_11","title":"Estimation of Daily Global Horizontal Irradiation Using Extreme Gradient Boosting Machines","display_name":"Estimation of Daily Global Horizontal Irradiation Using Extreme Gradient Boosting Machines","publication_year":2016,"publication_date":"2016-09-30","ids":{"openalex":"https://openalex.org/W2524379995","doi":"https://doi.org/10.1007/978-3-319-47364-2_11","mag":"2524379995"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-47364-2_11","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-47364-2_11","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-3-319-47364-2_11","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017407864","display_name":"Rub\u00e9n Urraca","orcid":"https://orcid.org/0000-0003-0453-1143"},"institutions":[{"id":"https://openalex.org/I168974976","display_name":"Universidad de La Rioja","ror":"https://ror.org/0553yr311","country_code":"ES","type":"education","lineage":["https://openalex.org/I168974976"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Ruben Urraca","raw_affiliation_strings":["EDMANS Group, University of La Rioja, Logro\u00f1o, Spain"],"affiliations":[{"raw_affiliation_string":"EDMANS Group, University of La Rioja, Logro\u00f1o, Spain","institution_ids":["https://openalex.org/I168974976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001489546","display_name":"J. Antonanzas","orcid":"https://orcid.org/0000-0002-8042-9207"},"institutions":[{"id":"https://openalex.org/I168974976","display_name":"Universidad de La Rioja","ror":"https://ror.org/0553yr311","country_code":"ES","type":"education","lineage":["https://openalex.org/I168974976"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Antonanzas","raw_affiliation_strings":["EDMANS Group, University of La Rioja, Logro\u00f1o, Spain"],"affiliations":[{"raw_affiliation_string":"EDMANS Group, University of La Rioja, Logro\u00f1o, Spain","institution_ids":["https://openalex.org/I168974976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028480877","display_name":"F. Anto\u00f1anzas-Torres","orcid":null},"institutions":[{"id":"https://openalex.org/I168974976","display_name":"Universidad de La Rioja","ror":"https://ror.org/0553yr311","country_code":"ES","type":"education","lineage":["https://openalex.org/I168974976"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Fernando Antonanzas-Torres","raw_affiliation_strings":["EDMANS Group, University of La Rioja, Logro\u00f1o, Spain"],"affiliations":[{"raw_affiliation_string":"EDMANS Group, University of La Rioja, Logro\u00f1o, Spain","institution_ids":["https://openalex.org/I168974976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019283246","display_name":"Francisco Javier Mart\u00ednez-de-Pis\u00f3n","orcid":"https://orcid.org/0000-0002-3063-7374"},"institutions":[{"id":"https://openalex.org/I168974976","display_name":"Universidad de La Rioja","ror":"https://ror.org/0553yr311","country_code":"ES","type":"education","lineage":["https://openalex.org/I168974976"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Javier Martinez-de-Pison","raw_affiliation_strings":["EDMANS Group, University of La Rioja, Logro\u00f1o, Spain"],"affiliations":[{"raw_affiliation_string":"EDMANS Group, University of La Rioja, Logro\u00f1o, Spain","institution_ids":["https://openalex.org/I168974976"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5017407864"],"corresponding_institution_ids":["https://openalex.org/I168974976"],"apc_list":null,"apc_paid":null,"fwci":0.6418,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.6820856,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"105","last_page":"113"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":1.0,"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/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10905","display_name":"Solar Thermal and Photovoltaic Systems","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pyranometer","display_name":"Pyranometer","score":0.9158246517181396},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.6714025735855103},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5551789999008179},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.4928739070892334},{"id":"https://openalex.org/keywords/radiation","display_name":"Radiation","score":0.41739439964294434},{"id":"https://openalex.org/keywords/empirical-modelling","display_name":"Empirical modelling","score":0.41016873717308044},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.4066751301288605},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3932878375053406},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3643306493759155},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24646887183189392},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23903313279151917},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.1828502118587494},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.16106581687927246},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.1082351803779602}],"concepts":[{"id":"https://openalex.org/C24911498","wikidata":"https://www.wikidata.org/wiki/Q653486","display_name":"Pyranometer","level":3,"score":0.9158246517181396},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.6714025735855103},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5551789999008179},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.4928739070892334},{"id":"https://openalex.org/C153385146","wikidata":"https://www.wikidata.org/wiki/Q18335","display_name":"Radiation","level":2,"score":0.41739439964294434},{"id":"https://openalex.org/C133199616","wikidata":"https://www.wikidata.org/wiki/Q25386885","display_name":"Empirical modelling","level":2,"score":0.41016873717308044},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.4066751301288605},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3932878375053406},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3643306493759155},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24646887183189392},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23903313279151917},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.1828502118587494},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.16106581687927246},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.1082351803779602},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-319-47364-2_11","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-47364-2_11","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-319-47364-2_11","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-47364-2_11","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1480376833","https://openalex.org/W1554944419","https://openalex.org/W1587026990","https://openalex.org/W1730150177","https://openalex.org/W1878972849","https://openalex.org/W1910012857","https://openalex.org/W1944329887","https://openalex.org/W1976874031","https://openalex.org/W1994579155","https://openalex.org/W2027109892","https://openalex.org/W2057474093","https://openalex.org/W2134829952","https://openalex.org/W2147639597","https://openalex.org/W2169656612","https://openalex.org/W2224696875","https://openalex.org/W2238528971","https://openalex.org/W4230096730","https://openalex.org/W6601630192"],"related_works":["https://openalex.org/W2967733078","https://openalex.org/W3204430031","https://openalex.org/W3137904399","https://openalex.org/W4310492845","https://openalex.org/W2885778889","https://openalex.org/W2766514146","https://openalex.org/W2885516856","https://openalex.org/W4289703016","https://openalex.org/W4310224730","https://openalex.org/W1985505753"],"abstract_inverted_index":{"Empirical":[0],"models":[1,121],"are":[2,18,26,36,73],"widely":[3],"used":[4,60,111],"to":[5,38,61,90,112,134,141],"estimate":[6],"solar":[7,44],"radiation":[8],"at":[9,67],"locations":[10,68],"where":[11,69],"other":[12,119],"more":[13,31],"readily":[14],"available":[15],"meteorological":[16],"variables":[17,42],"recorded.":[19],"Within":[20],"this":[21,47],"group,":[22],"soft":[23],"computing":[24],"techniques":[25],"the":[27,99,114,124,136,142,150],"ones":[28],"that":[29],"provide":[30],"accurate":[32],"results":[33],"as":[34],"they":[35],"able":[37],"relate":[39],"all":[40],"recorded":[41],"with":[43,79],"radiation.":[45,148],"In":[46],"work,":[48],"a":[49,94],"new":[50],"implementation":[51],"of":[52,98,105,138,147,152],"Gradient":[53],"Boosting":[54],"Machines":[55],"(GBMs)":[56],"named":[57],"XGBoost":[58],"is":[59,77],"predict":[62],"daily":[63],"global":[64],"horizontal":[65],"irradiation":[66],"no":[70],"pyranometer":[71],"records":[72],"available.":[74],"The":[75],"study":[76],"conducted":[78],"data":[80],"from":[81,88],"38":[82],"ground":[83],"stations":[84,109],"in":[85,108,123],"Castilla-La":[86],"Mancha":[87],"2001":[89],"2013.":[91],"Results":[92],"showed":[93],"good":[95],"generalization":[96],"capacity":[97],"model,":[100,115],"obtaining":[101],"an":[102],"average":[103],"MAE":[104],"1.63":[106],"$$\\mathrm{MJ/m}^2$$":[107],"not":[110],"calibrate":[113],"and":[116,145],"thus":[117],"outperforming":[118],"statistical":[120],"found":[122],"literature":[125],"for":[126],"Spain.":[127],"A":[128],"detailed":[129],"error":[130],"analysis":[131],"was":[132,155],"performed":[133],"understand":[135],"distribution":[137],"errors":[139],"according":[140],"clearness":[143],"index":[144],"level":[146],"Moreover,":[149],"contribution":[151],"each":[153],"input":[154],"also":[156],"analyzed.":[157]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
