{"id":"https://openalex.org/W7214317828","doi":"https://doi.org/10.31223/x5mb8g","title":"The Influence of Large-Scale Weather Patterns on Potential Wind Energy Fields over Mexico","display_name":"The Influence of Large-Scale Weather Patterns on Potential Wind Energy Fields over Mexico","publication_year":2026,"publication_date":"2026-09-25","ids":{"openalex":"https://openalex.org/W7214317828","doi":"https://doi.org/10.31223/x5mb8g"},"language":"en","primary_location":{"id":"doi:10.31223/x5mb8g","doi":"https://doi.org/10.31223/x5mb8g","is_oa":true,"landing_page_url":"https://doi.org/10.31223/x5mb8g","pdf_url":"https://eartharxiv.org/repository/object/15200/download/26366/","source":null,"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://eartharxiv.org/repository/object/15200/download/26366/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072905521","display_name":"V\u00edctor Manuel Pe\u00f1aranda V\u00e9lez","orcid":"https://orcid.org/0000-0002-4591-0388","observed_orcids":["https://orcid.org/0000-0002-4591-0388"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Victor Pe\u00f1aranda-V\u00e9lez","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-4591-0388","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012288944","display_name":"C. Ochoa","orcid":"https://orcid.org/0000-0003-1287-6336","observed_orcids":["https://orcid.org/0000-0003-1287-6336"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Carlos Ochoa-Moya","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5068330643","display_name":"Arturo Quintanar Isaias","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Arturo Quitanar Isaias","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10680","display_name":"Wind Energy Research and Development","score":0.9810000061988831,"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"}},"topics":[{"id":"https://openalex.org/T10680","display_name":"Wind Energy Research and Development","score":0.9810000061988831,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.011099999770522118,"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/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.002300000051036477,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/synoptic-patterns","display_name":"synoptic patterns","score":0.8820000290870667},{"id":"https://openalex.org/keywords/wind-energy-potential","display_name":"wind energy potential","score":0.8330000042915344},{"id":"https://openalex.org/keywords/large-scale-atmospheric-circulation","display_name":"large-scale circulation","score":0.8059999942779541},{"id":"https://openalex.org/keywords/sea-level-pressure-anomalies","display_name":"sea level pressure anomalies","score":0.9409999847412109},{"id":"https://openalex.org/keywords/self-organizing-maps","display_name":"self-organizing maps","score":0.8679999709129333},{"id":"https://openalex.org/keywords/k-means-clustering","display_name":"K-means clustering","score":0.9649999737739563},{"id":"https://openalex.org/keywords/wind-speed-distribution","display_name":"wind speed distribution","score":0.6589999794960022},{"id":"https://openalex.org/keywords/weibull-distribution","display_name":"Weibull distribution","score":0.968999981880188},{"id":"https://openalex.org/keywords/kappa-distribution","display_name":"kappa distribution","score":0.9449999928474426},{"id":"https://openalex.org/keywords/l-moments","display_name":"L-moments","score":0.9800000190734863},{"id":"https://openalex.org/keywords/wind-power-forecasting","display_name":"wind power forecasting","score":0.5680000185966492},{"id":"https://openalex.org/keywords/oaxaca","display_name":"Oaxaca","score":0.8420000076293945}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5400000214576721},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.5110999941825867},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.5067999958992004},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.45179998874664307},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.4300000071525574},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.4255000054836273},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.42289999127388},{"id":"https://openalex.org/C173291955","wikidata":"https://www.wikidata.org/wiki/Q732332","display_name":"Weibull distribution","level":2,"score":0.3799000084400177},{"id":"https://openalex.org/C14168384","wikidata":"https://www.wikidata.org/wiki/Q16305538","display_name":"Subtropics","level":2,"score":0.34209999442100525},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.3361999988555908},{"id":"https://openalex.org/C29141058","wikidata":"https://www.wikidata.org/wiki/Q8092","display_name":"Tropical cyclone","level":2,"score":0.3321000039577484},{"id":"https://openalex.org/C181654704","wikidata":"https://www.wikidata.org/wiki/Q140588","display_name":"Typhoon","level":2,"score":0.3208000063896179},{"id":"https://openalex.org/C2777129202","wikidata":"https://www.wikidata.org/wiki/Q190107","display_name":"Weather station","level":2,"score":0.31130000948905945},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2930000126361847},{"id":"https://openalex.org/C41524352","wikidata":"https://www.wikidata.org/wiki/Q1233837","display_name":"Synoptic scale meteorology","level":2,"score":0.2822999954223633},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.27730000019073486},{"id":"https://openalex.org/C205537798","wikidata":"https://www.wikidata.org/wiki/Q1277161","display_name":"Extreme weather","level":3,"score":0.26739999651908875},{"id":"https://openalex.org/C21001229","wikidata":"https://www.wikidata.org/wiki/Q182868","display_name":"Weather forecasting","level":2,"score":0.2669000029563904},{"id":"https://openalex.org/C102561126","wikidata":"https://www.wikidata.org/wiki/Q17164865","display_name":"Tropical cyclone forecast model","level":3,"score":0.2632000148296356},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.26260000467300415},{"id":"https://openalex.org/C156767477","wikidata":"https://www.wikidata.org/wiki/Q1330018","display_name":"Global wind patterns","level":2,"score":0.26100000739097595},{"id":"https://openalex.org/C2987469573","wikidata":"https://www.wikidata.org/wiki/Q182868","display_name":"Weather prediction","level":2,"score":0.25850000977516174},{"id":"https://openalex.org/C2780345752","wikidata":"https://www.wikidata.org/wiki/Q8024046","display_name":"Wind resource assessment","level":4,"score":0.2540000081062317},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.25099998712539673},{"id":"https://openalex.org/C150284090","wikidata":"https://www.wikidata.org/wiki/Q2615451","display_name":"Atmospheric circulation","level":2,"score":0.2502000033855438}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.31223/x5mb8g","doi":"https://doi.org/10.31223/x5mb8g","is_oa":true,"landing_page_url":"https://doi.org/10.31223/x5mb8g","pdf_url":"https://eartharxiv.org/repository/object/15200/download/26366/","source":null,"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"pmh:oai:EA:id:15200","doi":null,"is_oa":true,"landing_page_url":"https://eartharxiv.org/repository/object/15200/download/26366/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402614","display_name":"EarthArXiv (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"EarthArXiv","raw_type":"PREPRINTS"}],"best_oa_location":{"id":"doi:10.31223/x5mb8g","doi":"https://doi.org/10.31223/x5mb8g","is_oa":true,"landing_page_url":"https://doi.org/10.31223/x5mb8g","pdf_url":"https://eartharxiv.org/repository/object/15200/download/26366/","source":null,"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.75,"display_name":"Affordable and clean energy"},{"id":"https://metadata.un.org/sdg/13","score":0.685699999332428,"display_name":"Climate action"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7214317828.pdf","grobid_xml":"https://content.openalex.org/works/W7214317828.grobid-xml"},"referenced_works_count":1,"referenced_works":["https://openalex.org/W7161999657"],"related_works":["https://openalex.org/W7162694368","https://openalex.org/W3090244582","https://openalex.org/W3163790874","https://openalex.org/W3194936701","https://openalex.org/W1971938489","https://openalex.org/W4309913140","https://openalex.org/W1535780738","https://openalex.org/W4414472150","https://openalex.org/W4395097653","https://openalex.org/W4409683660"],"abstract_inverted_index":{"The":[0,55,136,192],"assessment":[1,165],"of":[2,140,150,178,234,258],"wind":[3,155,208,220],"energy":[4,14,159,209,221,239],"resources":[5],"in":[6,22,171,197,214],"large":[7],"regions":[8],"presents":[9],"a":[10,126,167,179,246,250],"substantial":[11],"challenge":[12],"for":[13,245],"system":[15],"operators":[16],"due":[17],"to":[18,41,77,94,144,253],"the":[19,43,103,109,114,131,148,154,172,176,187,202,206,215,218,231,243,255,259],"intricacies":[20],"involved":[21],"accurately":[23],"describing":[24],"all":[25],"atmospheric":[26,97],"circulation":[27],"patterns":[28,47,106,116,152,200,237],"and,":[29],"even":[30],"more":[31,127],"so,":[32],"modeling":[33],"their":[34],"inherent":[35],"dynamics.":[36],"This":[37,164],"research":[38,142],"primarily":[39],"aimed":[40],"identify":[42],"prevailing":[44],"synoptic":[45],"weather":[46,86,105,151,199,236],"over":[48,99],"continental":[49,100,162,203],"Mexico":[50],"and":[51,67,74,133,146,158,175,189,225,241],"its":[52],"surrounding":[53],"regions.":[54],"study":[56,248],"utilized":[57],"ERA5":[58],"Reanalysis":[59],"daily":[60,96],"mean":[61],"sea":[62],"level":[63],"pressure":[64],"anomaly":[65],"data":[66],"two":[68],"widely":[69],"recognized":[70],"clustering":[71],"techniques,":[72],"k-means":[73,90],"self-organizing":[75],"maps,":[76],"achieve":[78],"this":[79,141],"objective.":[80],"Research":[81],"findings":[82,193],"indicate":[83,194],"that":[84,113,195],"four":[85],"patterns,":[87,123],"estimated":[88],"using":[89],"clustering,":[91],"are":[92],"sufficient":[93],"explain":[95],"variability":[98],"Mexico.":[101,163],"However,":[102],"fifteen":[104],"identified":[107],"through":[108],"self-organizing-maps":[110],"technique":[111],"suggest":[112],"k-means-determined":[115],"can":[117],"be":[118],"complemented":[119],"by":[120,186],"interconnected":[121],"transition":[122],"which":[124,183],"represent":[125],"intricate":[128],"dynamics":[129],"within":[130,249],"tropical":[132],"subtropical":[134],"atmosphere.":[135],"second":[137],"primary":[138],"objective":[139],"is":[143],"assess":[145],"analyze":[147],"impact":[149],"on":[153,238],"velocity":[156],"field":[157],"availability":[160],"across":[161,201],"employed":[166],"probabilistic":[168],"methodology":[169],"grounded":[170],"L-moments":[173],"theory":[174],"inference":[177],"regional":[180],"wind-speed":[181],"model,":[182],"was":[184],"supported":[185],"Weibull":[188],"Kappa":[190],"distributions.":[191],"fluctuations":[196],"large-scale":[198],"Mexican":[204,260],"influence":[205,233],"potential":[207,219],"production":[210,240],"significantly.":[211],"For":[212],"instance,":[213],"Oaxaca":[216],"region,":[217],"fluctuates":[222],"between":[223],"189":[224],"734":[226],"W/m^2.":[227],"These":[228],"results":[229],"emphasize":[230],"crucial":[232],"these":[235],"highlight":[242],"need":[244],"comprehensive":[247],"forecasting":[251],"framework":[252],"enhance":[254],"current":[256],"operation":[257],"electrical":[261],"system.":[262]},"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2026-09-26T00:00:00"}
