{"id":"https://openalex.org/W2895215438","doi":"https://doi.org/10.3906/elk-1601-213","title":"Forecasting of short-term wind speed at different heights using a comparative forecasting approach","display_name":"Forecasting of short-term wind speed at different heights using a comparative forecasting approach","publication_year":2018,"publication_date":"2018-09-28","ids":{"openalex":"https://openalex.org/W2895215438","doi":"https://doi.org/10.3906/elk-1601-213","mag":"2895215438"},"language":"en","primary_location":{"id":"doi:10.3906/elk-1601-213","is_oa":true,"landing_page_url":"https://doi.org/10.3906/elk-1601-213","pdf_url":"https://doi.org/10.3906/elk-1601-213","source":{"id":"https://openalex.org/S32837994","display_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","issn_l":"1300-0632","issn":["1300-0632","1303-6203"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING &amp; COMPUTER SCIENCES","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.3906/elk-1601-213","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102781449","display_name":"Emrah Korkmaz","orcid":"https://orcid.org/0000-0003-2627-1047"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Emrah KORKMAZ","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-2627-1047","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024984458","display_name":"Ercan \u0130zgi","orcid":"https://orcid.org/0000-0002-6094-042X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ercan \u0130ZG\u0130","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-6094-042X","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5083510955","display_name":"Salih Tutun","orcid":"https://orcid.org/0000-0001-6193-8332"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Salih TUTUN","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-6193-8332","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5102781449"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1309,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.49580701,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"26","issue":"5","first_page":"2553","last_page":"2569"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9994000196456909,"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":0.9994000196456909,"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/T10424","display_name":"Electric Power System Optimization","score":0.9153000116348267,"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/wind-speed","display_name":"Wind speed","score":0.884342610836029},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.6098847389221191},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.529823362827301},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.5183085799217224},{"id":"https://openalex.org/keywords/turbine","display_name":"Turbine","score":0.5095120072364807},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4391588866710663},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.4174864590167999},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.4115944504737854},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.40901193022727966},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.32326120138168335},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.270301878452301},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19927573204040527},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1923290491104126},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.15254947543144226}],"concepts":[{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.884342610836029},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.6098847389221191},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.529823362827301},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.5183085799217224},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.5095120072364807},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4391588866710663},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.4174864590167999},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.4115944504737854},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.40901193022727966},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.32326120138168335},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.270301878452301},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19927573204040527},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1923290491104126},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.15254947543144226},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3906/elk-1601-213","is_oa":true,"landing_page_url":"https://doi.org/10.3906/elk-1601-213","pdf_url":"https://doi.org/10.3906/elk-1601-213","source":{"id":"https://openalex.org/S32837994","display_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","issn_l":"1300-0632","issn":["1300-0632","1303-6203"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING &amp; COMPUTER SCIENCES","raw_type":"journal-article"},{"id":"pmh:oai:dergipark.org.tr:article/574397","is_oa":false,"landing_page_url":"https://dergipark.org.tr/tr/pub/tbtkelektrik/issue/45630/574397","pdf_url":null,"source":{"id":"https://openalex.org/S4306401840","display_name":"DergiPark (Istanbul University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67581229","host_organization_name":"Istanbul University","host_organization_lineage":["https://openalex.org/I67581229"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"\\n                                                                    Volume: 26, Issue: 5\\n                                                                                                    2553-2569\\n                                                                \\n                            ","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3906/elk-1601-213","is_oa":true,"landing_page_url":"https://doi.org/10.3906/elk-1601-213","pdf_url":"https://doi.org/10.3906/elk-1601-213","source":{"id":"https://openalex.org/S32837994","display_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","issn_l":"1300-0632","issn":["1300-0632","1303-6203"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING &amp; COMPUTER SCIENCES","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.9100000262260437}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4380482219","https://openalex.org/W3214712242","https://openalex.org/W3204461065","https://openalex.org/W1965417009","https://openalex.org/W4377969695","https://openalex.org/W2085232331","https://openalex.org/W2018320994","https://openalex.org/W2738547440","https://openalex.org/W2460685830","https://openalex.org/W2742210008"],"abstract_inverted_index":{"The":[0,178],"forecasting":[1,29,176,244],"of":[2,17,25,109,139,166,184,202],"wind":[3,18,26,37,48,78,100,143,150,159,174,186,192,203,217,237,242,264],"speed":[4,27,49,101,144,175,187,193,204,218,243,265],"with":[5,219,254],"high":[6],"accuracy":[7,245],"has":[8],"been":[9],"a":[10,83,149],"very":[11],"significant":[12],"obstacle":[13],"to":[14,33,40,51,75,97,135,172,215,262],"the":[15,22,42,104,137,164,191,220,227,251],"enhancement":[16],"power":[19,38,267],"quality,":[20],"for":[21,45,124,131,157,205,226,234],"volatile":[23],"behavior":[24,201],"makes":[28],"difficult.":[30],"In":[31,80,133,248],"order":[32,134,171],"generate":[34],"more":[35],"reliable":[36,73],"and":[39,72,88,102,112,121,257,266],"determine":[41],"best":[43,105,221],"model":[44,106,214,225],"different":[46,269],"heights,":[47],"needs":[50],"be":[52,232,260],"predicted":[53],"accurately.":[54],"Recent":[55],"studies":[56],"show":[57],"that":[58,118,182,199,241],"soft":[59,125,167,228],"computing":[60,126,168,229],"approaches":[61,252],"are":[62,95],"preferred":[63],"over":[64],"physical":[65],"methods":[66,127,169,230],"because":[67],"they":[68],"can":[69,259],"provide":[70],"fast":[71],"techniques":[74],"forecast":[76,99],"short-term":[77],"speed.":[79],"this":[81,249],"study,":[82],"multilayer":[84],"perceptron":[85],"neural":[86,91],"network":[87],"an":[89],"adaptive":[90],"fuzzy":[92],"inference":[93],"system":[94],"utilized":[96],"both":[98],"propose":[103],"at":[107,268],"heights":[108],"30,":[110],"50,":[111],"60":[113],"m.":[114],"It":[115],"is":[116,211,246],"obvious":[117],"various":[119],"internal":[120],"external":[122],"parameters":[123,165],"have":[128],"paramount":[129],"importance":[130],"forecasting.":[132,194],"analyze":[136],"impact":[138],"these":[140],"parameters,":[141],"new":[142],"data":[145,188],"were":[146,155],"collected":[147,185],"from":[148],"farm":[151],"location.":[152],"Miscellaneous":[153],"models":[154,258],"created":[156],"every":[158,206,224,235],"turbine":[160,238],"elevation":[161,183],"by":[162],"adjusting":[163],"in":[170],"improve":[173],"errors.":[177],"experimental":[179,196],"results":[180,197],"demonstrate":[181],"significantly":[189],"affects":[190],"Our":[195],"reveal":[198],"although":[200],"height":[207,239],"appears":[208],"identical":[209],"there":[210],"no":[212],"single":[213],"predict":[216,263],"accuracy.":[222],"Therefore,":[223],"shall":[231],"modified":[233],"particular":[236],"so":[240],"improved.":[247],"way,":[250],"perform":[253],"fewer":[255],"errors":[256],"used":[261],"heights.":[270]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-19T21:40:30.786675","created_date":"2025-10-10T00:00:00"}
