{"id":"https://openalex.org/W2036845674","doi":"https://doi.org/10.1109/tii.2015.2396011","title":"A Novel Wind Power Forecast Model: Statistical Hybrid Wind Power Forecast Technique (SHWIP)","display_name":"A Novel Wind Power Forecast Model: Statistical Hybrid Wind Power Forecast Technique (SHWIP)","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W2036845674","doi":"https://doi.org/10.1109/tii.2015.2396011","mag":"2036845674"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2015.2396011","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2015.2396011","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"},"type":"article","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/A5058959307","display_name":"Mehmet Bar\u0131\u015f \u00d6zkan","orcid":"https://orcid.org/0000-0003-0692-627X"},"institutions":[{"id":"https://openalex.org/I1330665745","display_name":"Energy Institute","ror":"https://ror.org/03fgcf430","country_code":"GB","type":"other","lineage":["https://openalex.org/I1330665745"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Mehmet Ozkan","raw_affiliation_strings":["Energy Institute, Marmara Research Center (MRC), Scientific and Technological Research Council of Turkey (TUBITAK), Ankara, Turkey"],"affiliations":[{"raw_affiliation_string":"Energy Institute, Marmara Research Center (MRC), Scientific and Technological Research Council of Turkey (TUBITAK), Ankara, Turkey","institution_ids":["https://openalex.org/I1330665745"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046020736","display_name":"P\u0131nar Karag\u00f6z","orcid":"https://orcid.org/0000-0003-1366-8395"},"institutions":[{"id":"https://openalex.org/I201799495","display_name":"Middle East Technical University","ror":"https://ror.org/014weej12","country_code":"TR","type":"education","lineage":["https://openalex.org/I201799495"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Pinar Karagoz","raw_affiliation_strings":["Department of Computer Engineering, Middle East Technical University, Ankara, Turkey","Dept. of Computer Engineering, Middle East Technical University, Ankara, Turkey#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Middle East Technical University, Ankara, Turkey","institution_ids":["https://openalex.org/I201799495"]},{"raw_affiliation_string":"Dept. of Computer Engineering, Middle East Technical University, Ankara, Turkey#TAB#","institution_ids":["https://openalex.org/I201799495"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5058959307"],"corresponding_institution_ids":["https://openalex.org/I1330665745"],"apc_list":null,"apc_paid":null,"fwci":9.2043,"has_fulltext":false,"cited_by_count":129,"citation_normalized_percentile":{"value":0.98227556,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9950000047683716,"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/T10424","display_name":"Electric Power System Optimization","score":0.9934999942779541,"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-power","display_name":"Wind power","score":0.7482626438140869},{"id":"https://openalex.org/keywords/renewable-energy","display_name":"Renewable energy","score":0.6348931193351746},{"id":"https://openalex.org/keywords/wind-power-forecasting","display_name":"Wind power forecasting","score":0.6277994513511658},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5351200103759766},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5235973596572876},{"id":"https://openalex.org/keywords/statistical-model","display_name":"Statistical model","score":0.5111241936683655},{"id":"https://openalex.org/keywords/global-forecast-system","display_name":"Global Forecast System","score":0.49535930156707764},{"id":"https://openalex.org/keywords/numerical-weather-prediction","display_name":"Numerical weather prediction","score":0.49247488379478455},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47346678376197815},{"id":"https://openalex.org/keywords/wind-speed","display_name":"Wind speed","score":0.4656304717063904},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.4432831406593323},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4392356872558594},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.42623764276504517},{"id":"https://openalex.org/keywords/probabilistic-forecasting","display_name":"Probabilistic forecasting","score":0.41945332288742065},{"id":"https://openalex.org/keywords/variable-renewable-energy","display_name":"Variable renewable energy","score":0.4145168960094452},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4066627025604248},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.3983525037765503},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2612810432910919},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.17326021194458008},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.164687842130661},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09267497062683105}],"concepts":[{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.7482626438140869},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.6348931193351746},{"id":"https://openalex.org/C2781084341","wikidata":"https://www.wikidata.org/wiki/Q2583670","display_name":"Wind power forecasting","level":4,"score":0.6277994513511658},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5351200103759766},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5235973596572876},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.5111241936683655},{"id":"https://openalex.org/C163109420","wikidata":"https://www.wikidata.org/wiki/Q287011","display_name":"Global Forecast System","level":3,"score":0.49535930156707764},{"id":"https://openalex.org/C147947694","wikidata":"https://www.wikidata.org/wiki/Q837552","display_name":"Numerical weather prediction","level":2,"score":0.49247488379478455},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47346678376197815},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.4656304717063904},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.4432831406593323},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4392356872558594},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.42623764276504517},{"id":"https://openalex.org/C122282355","wikidata":"https://www.wikidata.org/wiki/Q7246855","display_name":"Probabilistic forecasting","level":3,"score":0.41945332288742065},{"id":"https://openalex.org/C2780789856","wikidata":"https://www.wikidata.org/wiki/Q7915732","display_name":"Variable renewable energy","level":4,"score":0.4145168960094452},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4066627025604248},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.3983525037765503},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2612810432910919},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.17326021194458008},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.164687842130661},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09267497062683105},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"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/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tii.2015.2396011","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2015.2396011","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"},{"id":"pmh:oai:open.metu.edu.tr:11511/28115","is_oa":false,"landing_page_url":"https://hdl.handle.net/11511/28115","pdf_url":null,"source":{"id":"https://openalex.org/S4306402495","display_name":"OpenMETU (Middle East Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201799495","host_organization_name":"Middle East Technical University","host_organization_lineage":["https://openalex.org/I201799495"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8999999761581421,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322626","display_name":"T\u00fcrkiye Bilimsel ve Teknolojik Ara\u015ft\u0131rma Kurumu","ror":"https://ror.org/04w9kkr77"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W33077545","https://openalex.org/W78931549","https://openalex.org/W138335974","https://openalex.org/W332214200","https://openalex.org/W1501916037","https://openalex.org/W1963538988","https://openalex.org/W1977434097","https://openalex.org/W1984703120","https://openalex.org/W1986793896","https://openalex.org/W2002847944","https://openalex.org/W2021826571","https://openalex.org/W2034107794","https://openalex.org/W2039306928","https://openalex.org/W2040597306","https://openalex.org/W2042420160","https://openalex.org/W2057163202","https://openalex.org/W2058504886","https://openalex.org/W2067201152","https://openalex.org/W2078367979","https://openalex.org/W2092787234","https://openalex.org/W2106428138","https://openalex.org/W2112834178","https://openalex.org/W2128728535","https://openalex.org/W2144227498","https://openalex.org/W2153263933","https://openalex.org/W2160433196","https://openalex.org/W2163006955","https://openalex.org/W2188131144","https://openalex.org/W2325478192","https://openalex.org/W2422021330","https://openalex.org/W3044072556","https://openalex.org/W4285719527","https://openalex.org/W6603120926","https://openalex.org/W6611373715","https://openalex.org/W6685739251","https://openalex.org/W6687044120","https://openalex.org/W6717734188","https://openalex.org/W6781740573"],"related_works":["https://openalex.org/W2548035599","https://openalex.org/W3125211436","https://openalex.org/W4387005524","https://openalex.org/W3154371796","https://openalex.org/W4248085828","https://openalex.org/W4251651833","https://openalex.org/W2901316757","https://openalex.org/W2186987922","https://openalex.org/W4309030289","https://openalex.org/W2084338540"],"abstract_inverted_index":{"As":[0],"the":[1,15,40,46,103,113,122,148,159,162,175,182,186,197,202,234,237,258,261],"result":[2],"of":[3,32,45,73,161,181,192,230,248,260],"increasing":[4],"population":[5],"and":[6,71,134,152,158,171,212,223,251],"growing":[7],"technological":[8],"activities,":[9],"nonrenewable":[10],"energy":[11,17,34,50,58],"sources,":[12,59],"which":[13],"are":[14,19,108,165,242],"main":[16],"providers,":[18],"diminishing":[20],"day":[21],"by":[22],"day.":[23],"Due":[24],"to":[25,85,112],"this":[26,78,252],"factor,":[27],"efforts":[28],"on":[29,233],"efficient":[30],"utilization":[31],"renewable":[33,57],"sources":[35,133],"have":[36],"increased":[37],"all":[38],"over":[39],"world.":[41],"Wind":[42,149],"is":[43,61,66,100,185,253],"one":[44],"most":[47,114,178],"significant":[48],"alternative":[49],"resources.":[51],"However,":[52],"in":[53,145,174],"comparison":[54],"with":[55,110,167,201],"other":[56,203,235],"it":[60],"so":[62],"variable":[63],"that":[64],"there":[65],"a":[67,80,136,189,219],"need":[68,187,225],"for":[69,155,188,257],"estimating":[70],"planning":[72],"wind":[74,88,95,264],"power":[75,89,96,123,265],"generation.":[76],"In":[77,102],"paper,":[79],"new":[81,163],"statistical":[82,93,169,204],"short-term":[83],"(up":[84],"48":[86],"h)":[87],"forecast":[90,97,117,259],"model,":[91,105],"namely":[92],"hybrid":[94],"technique":[98],"(SHWIP),":[99],"presented.":[101],"proposed":[104,141,183,238],"weather":[106,116,130],"events":[107],"clustered":[109],"respect":[111],"important":[115,179,255],"parameters.":[118],"It":[119],"also":[120],"combines":[121],"forecasts":[124],"obtained":[125],"from":[126],"three":[127],"different":[128],"numerical":[129],"prediction":[131],"(NWP)":[132],"produces":[135],"hybridized":[137],"final":[138],"forecast.":[139],"The":[140,177],"model":[142,164,184,199],"has":[143],"been":[144],"operation":[146],"at":[147,226],"Power":[150],"Monitoring":[151],"Forecast":[153],"System":[154],"Turkey":[156],"(RITM),":[157],"results":[160,241],"compared":[166,200],"well-known":[168],"models":[170,173,205],"physical":[172],"literature.":[176],"characteristics":[180],"lesser":[190],"amount":[191],"historical":[193,231],"data":[194],"while":[195],"constructing":[196],"mathematical":[198],"such":[206],"as":[207],"artificial":[208],"neural":[209],"networks":[210],"(ANN)":[211],"support":[213],"vector":[214],"machine":[215],"(SVM).":[216],"To":[217],"produce":[218],"reliable":[220],"forecast,":[221],"ANN":[222],"SVM":[224],"least":[227],"1":[228,246],"year":[229],"data;":[232],"hand,":[236],"SHWIP":[239],"method's":[240],"applicable":[243],"even":[244],"under":[245],"month":[247],"training":[249],"data,":[250],"an":[254],"feature":[256],"newly":[262],"established":[263],"plants":[266],"(WPPs).":[267]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":15},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":14},{"year":2016,"cited_by_count":16},{"year":2015,"cited_by_count":5}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}