{"id":"https://openalex.org/W3210864412","doi":"https://doi.org/10.31590/ejosat.1014106","title":"Derin \u00d6\u011frenme ve \u0130statistiksel Modelleme Y\u00f6ntemiyle S\u0131cakl\u0131k Tahmini ve Kar\u015f\u0131la\u015ft\u0131r\u0131lmas\u0131","display_name":"Derin \u00d6\u011frenme ve \u0130statistiksel Modelleme Y\u00f6ntemiyle S\u0131cakl\u0131k Tahmini ve Kar\u015f\u0131la\u015ft\u0131r\u0131lmas\u0131","publication_year":2021,"publication_date":"2021-10-29","ids":{"openalex":"https://openalex.org/W3210864412","doi":"https://doi.org/10.31590/ejosat.1014106","mag":"3210864412"},"language":"tr","primary_location":{"id":"doi:10.31590/ejosat.1014106","doi":"https://doi.org/10.31590/ejosat.1014106","is_oa":true,"landing_page_url":"https://doi.org/10.31590/ejosat.1014106","pdf_url":"https://dergipark.org.tr/tr/download/article-file/2043905","source":{"id":"https://openalex.org/S4210197137","display_name":"European Journal of Science and Technology","issn_l":"2148-2683","issn":["2148-2683"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4327628574","host_organization_name":"European Journal of Science and Technology","host_organization_lineage":["https://openalex.org/P4327628574"],"host_organization_lineage_names":["European Journal of Science and Technology"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"European Journal of Science and Technology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://dergipark.org.tr/tr/download/article-file/2043905","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001792376","display_name":"Aynur SEV\u0130N\u00c7","orcid":"https://orcid.org/0000-0002-7519-1134","observed_orcids":["https://orcid.org/0000-0002-7519-1134","https://orcid.org/0000-0002-1388-2554"]},"institutions":[{"id":"https://openalex.org/I123466251","display_name":"Dicle University","ror":"https://ror.org/0257dtg16","country_code":"TR","type":"education","lineage":["https://openalex.org/I123466251"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Aynur SEV\u0130N\u00c7","raw_affiliation_strings":["Dicle \u00dcniversitesi, Silvan Meslek Y\u00fcksekokulu, Diyarbak\u0131r, T\u00fcrkiye,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dicle \u00dcniversitesi, Silvan Meslek Y\u00fcksekokulu, Diyarbak\u0131r, T\u00fcrkiye,","institution_ids":["https://openalex.org/I123466251"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101590225","display_name":"Buket KAYA","orcid":"https://orcid.org/0000-0002-9571-1301","observed_orcids":["https://orcid.org/0000-0002-9571-1301"]},"institutions":[{"id":"https://openalex.org/I143396566","display_name":"F\u0131rat University","ror":"https://ror.org/05teb7b63","country_code":"TR","type":"education","lineage":["https://openalex.org/I143396566"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Buket KAYA","raw_affiliation_strings":["F\u0131rat \u00dcniversitesi, Elaz\u0131\u011f Organize Sanayi B\u00f6lgesi MYO, Elektronik ve Otomasyon B\u00f6l\u00fcm\u00fc, Elaz\u0131\u011f, T\u00fcrkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"F\u0131rat \u00dcniversitesi, Elaz\u0131\u011f Organize Sanayi B\u00f6lgesi MYO, Elektronik ve Otomasyon B\u00f6l\u00fcm\u00fc, Elaz\u0131\u011f, T\u00fcrkiye","institution_ids":["https://openalex.org/I143396566"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3124,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.46385063,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"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/T11490","display_name":"Hydrological Forecasting Using AI","score":0.7919999957084656,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.7919999957084656,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.06989999860525131,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.028200000524520874,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/air-temperature-prediction","display_name":"air temperature prediction","score":0.9290000200271606},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.8330000042915344},{"id":"https://openalex.org/keywords/lstm","display_name":"LSTM","score":0.8119999766349792},{"id":"https://openalex.org/keywords/arima","display_name":"ARIMA","score":0.9940000176429749},{"id":"https://openalex.org/keywords/time-series-forecasting","display_name":"time series forecasting","score":0.9200000166893005},{"id":"https://openalex.org/keywords/meteorological-observations","display_name":"meteorological observations","score":0.8619999885559082},{"id":"https://openalex.org/keywords/bingol","display_name":"Bing\u00f6l","score":0.7540000081062317},{"id":"https://openalex.org/keywords/eastern-anatolia","display_name":"Eastern Anatolia","score":0.7350000143051147},{"id":"https://openalex.org/keywords/model-comparison","display_name":"model comparison","score":0.7179999947547913}],"concepts":[{"id":"https://openalex.org/C29456083","wikidata":"https://www.wikidata.org/wiki/Q1221899","display_name":"Gynecology","level":1,"score":0.4398632049560547},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.4360426962375641},{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.39590713381767273},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3437725603580475},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.2519252896308899},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.16841062903404236}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.31590/ejosat.1014106","doi":"https://doi.org/10.31590/ejosat.1014106","is_oa":true,"landing_page_url":"https://doi.org/10.31590/ejosat.1014106","pdf_url":"https://dergipark.org.tr/tr/download/article-file/2043905","source":{"id":"https://openalex.org/S4210197137","display_name":"European Journal of Science and Technology","issn_l":"2148-2683","issn":["2148-2683"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4327628574","host_organization_name":"European Journal of Science and Technology","host_organization_lineage":["https://openalex.org/P4327628574"],"host_organization_lineage_names":["European Journal of Science and Technology"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"European Journal of Science and Technology","raw_type":"journal-article"},{"id":"pmh:oai:dergipark.org.tr:article/1014106","doi":null,"is_oa":true,"landing_page_url":"https://dergipark.org.tr/tr/pub/ejosat/issue/64234/1014106","pdf_url":"https://dergipark.org.tr/tr/pub/ejosat/issue/64234/1014106","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,"listed_in":[],"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":"European Journal of Science and Technology","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:openaccess.firat.edu.tr:11508/26921","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11508/26921","pdf_url":null,"source":{"id":"https://openalex.org/S4377196733","display_name":"DSpace - FIRAT (F\u0131rat University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I143396566","host_organization_name":"F\u0131rat University","host_organization_lineage":["https://openalex.org/I143396566"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.31590/ejosat.1014106","doi":"https://doi.org/10.31590/ejosat.1014106","is_oa":true,"landing_page_url":"https://doi.org/10.31590/ejosat.1014106","pdf_url":"https://dergipark.org.tr/tr/download/article-file/2043905","source":{"id":"https://openalex.org/S4210197137","display_name":"European Journal of Science and Technology","issn_l":"2148-2683","issn":["2148-2683"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4327628574","host_organization_name":"European Journal of Science and Technology","host_organization_lineage":["https://openalex.org/P4327628574"],"host_organization_lineage_names":["European Journal of Science and Technology"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"European Journal of Science and Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.75},{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.40450000762939453}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3210864412.pdf","grobid_xml":"https://content.openalex.org/works/W3210864412.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W1034347548","https://openalex.org/W1855498998","https://openalex.org/W2037317044","https://openalex.org/W2263189687","https://openalex.org/W2779495751","https://openalex.org/W2801060645","https://openalex.org/W3004276744","https://openalex.org/W3105112826","https://openalex.org/W3109365969","https://openalex.org/W3111294156","https://openalex.org/W3182779474","https://openalex.org/W3196345400","https://openalex.org/W3200661810","https://openalex.org/W7015657146"],"related_works":["https://openalex.org/W3205590695","https://openalex.org/W4313317788","https://openalex.org/W4390456645","https://openalex.org/W4416816797","https://openalex.org/W2982766335","https://openalex.org/W4390473943","https://openalex.org/W4297541774","https://openalex.org/W4415772598","https://openalex.org/W4401688425","https://openalex.org/W4385344842"],"abstract_inverted_index":{"Hava":[0],"s\u0131cakl\u0131\u011f\u0131":[1,77],"tahmininin":[2],"son":[3,48],"y\u0131llarda":[4,49],"\u00f6zellikle":[5],"tar\u0131ma":[6],"dayal\u0131":[7,75,148],"ekonomileriyle":[8],"\u00f6ne":[9],"\u00e7\u0131kan":[10],"\u00fclkeler":[11],"i\u00e7in":[12,79,97],"y\u00fcksek":[13,179],"do\u011fruluk":[14],"i\u00e7ermesi":[15],"\u00f6nemlidir.":[16],"S\u00fcrekli":[17],"de\u011fi\u015fen":[18],"hava":[19,66,76],"\u015fartlar\u0131":[20],"nedeniyle":[21],"tahmin":[22,177],"daha":[23,44],"karma\u015f\u0131k":[24],"hale":[25,46],"gelmektedir.":[26],"Baz\u0131":[27],"matematiksel":[28],"ve":[29,83,90,120],"istatistiksel":[30],"teknikler":[31],"s\u0131cakl\u0131k":[32,139,181],"tahmini":[33,67,78,158,184],"sa\u011flamada":[34],"yetersiz":[35],"olabilmektedir.":[36],"Bu":[37,70,94,145],"noktada":[38],"derin":[39,62,81,112],"\u00f6\u011frenme":[40,82],"y\u00f6ntemleri":[41],"bu":[42,186],"s\u00fcreci":[43],"ba\u015far\u0131l\u0131":[45,65,141,188],"getirmede":[47],"kabul":[50],"g\u00f6ren":[51],"pop\u00fcler":[52],"y\u00f6ntemler":[53,63],"olarak":[54,174],"kar\u015f\u0131m\u0131za":[55],"\u00e7\u0131kmaktad\u0131r.":[56],"Etkili":[57],"bir":[58,189],"iklim":[59],"analizi":[60,86],"ger\u00e7ekle\u015ftiren":[61],"ile":[64,127,157],"\u00e7al\u0131\u015fmalar\u0131":[68],"yap\u0131labilmektedir.":[69],"makalenin":[71],"amac\u0131,":[72],"meteorolojik":[73,109],"verilere":[74],"\u00e7e\u015fitli":[80],"zamansal":[84],"seri":[85],"y\u00f6ntemlerinin":[87],"uygulanabilirli\u011fini":[88],"g\u00f6stermek":[89],"performans":[91],"sonu\u00e7lar\u0131n\u0131":[92],"kar\u015f\u0131la\u015ft\u0131rmakt\u0131r.":[93],"\u00e7al\u0131\u015fman\u0131n":[95],"ger\u00e7ekle\u015ftirilmesi":[96],"T\u00fcrkiye\u2019nin":[98],"Do\u011fu":[99],"Anadolu":[100],"B\u00f6lgesi\u2019nde":[101],"yer":[102],"alan":[103],"Bing\u00f6l":[104],"ilinin":[105],"Solhan":[106],"il\u00e7esine":[107],"ait":[108],"veriler":[110],"kullan\u0131larak,":[111],"sinir":[113],"a\u011f\u0131":[114],"Uzun":[115],"K\u0131sa":[116],"S\u00fcreli":[117],"Bellek":[118],"(LSTM)":[119],"Otoregresif":[121],"Entegre":[122],"Hareketli":[123],"Ortalama":[124],"(ARIMA)":[125],"modelleri":[126],"analizler":[128],"yap\u0131lm\u0131\u015ft\u0131r.":[129],"Ger\u00e7ek":[130,155],"veri":[131],"k\u00fcmesi":[132],"\u00fczerinde":[133],"yap\u0131lan":[134],"deney":[135],"sonu\u00e7lar\u0131nda":[136],"gelece\u011fe":[137],"y\u00f6nelik":[138],"tahmininde":[140],"sonu\u00e7lar":[142],"elde":[143],"edilmi\u015ftir.":[144],"modellerin":[146,187],"tahmine":[147],"performanslar\u0131":[149],"farkl\u0131":[150],"de\u011ferlendirme":[151],"metrikleri":[152],"kullan\u0131larak":[153],"kar\u015f\u0131la\u015ft\u0131r\u0131lm\u0131\u015ft\u0131r.":[154],"de\u011ferler":[156,159],"aras\u0131ndaki":[160],"ili\u015fkiyi":[161],"g\u00f6steren":[162],"R":[163],"kare":[164],"skoru":[165],"de\u011feri":[166],"LSTM":[167],"a\u011flar\u0131nda":[168],"0.95,":[169],"ARIMA":[170],"modelinde":[171],"ise":[172],"0.97":[173],"hesaplanm\u0131\u015ft\u0131r.":[175],"Modellerin":[176],"do\u011frulu\u011funun":[178],"olmas\u0131,":[180],"zaman":[182],"serisi":[183],"\u00e7al\u0131\u015fmalar\u0131nda":[185],"\u015fekilde":[190],"uygulanabilece\u011fini":[191],"g\u00f6stermi\u015ftir.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2021-11-08T00:00:00"}
