{"id":4117,"date":"2024-11-04T14:59:59","date_gmt":"2024-11-04T14:59:59","guid":{"rendered":"https:\/\/editorial.buluttan.com\/?p=4117"},"modified":"2026-01-14T13:26:19","modified_gmt":"2026-01-14T13:26:19","slug":"avrupa-birligi-ve-buluttan-yapay-zeka-ai-tabanli-hava-tahmini-alaninda-guclerini-birlestiriyor","status":"publish","type":"post","link":"https:\/\/editorial.buluttan.com\/?p=4117","title":{"rendered":"Weather Generator &#8211; Avrupa Birli\u011fi ve Buluttan \u0130\u015fbirli\u011fi ile\u00a0Yapay Zeka (AI) Tabanl\u0131 Hava Tahmini"},"content":{"rendered":"\n<p>AB&#8217;nin <strong><a href=\"https:\/\/weathergenerator.eu\/\" target=\"_blank\" rel=\"noreferrer noopener\">WeatherGenerator<\/a> <\/strong>isimli yeni <a href=\"https:\/\/research-and-innovation.ec.europa.eu\/funding\/funding-opportunities\/funding-programmes-and-open-calls\/horizon-europe_en\">Horizon projesi<\/a> onayland\u0131. Bu proje, <a href=\"https:\/\/www.buluttan.com\/blog\/weather\/the-past-present-and-future-of-weather-forecasting\">hava tahmini<\/a> ve D\u00fcnya sistemiyle ilgili s\u00fcre\u00e7lerin modellenmesi i\u00e7in yapay zekay\u0131 yeni yollarla kullanmay\u0131 ama\u00e7l\u0131yor.<\/p>\n\n\n\n<p><strong>WeatherGenerator, <\/strong>a\u015fa\u011f\u0131da listelenen 16 Avrupa kurulu\u015fu taraf\u0131ndan, \u015eubat 2025&#8217;te ba\u015flamas\u0131 planlanan d\u00f6rt y\u0131ll\u0131k AB fonlu bir giri\u015fim kapsam\u0131nda geli\u015ftirilmektedir. Giri\u015fim <a href=\"https:\/\/www.ecmwf.int\/\">ECMWF <\/a>taraf\u0131ndan y\u00f6netilirken, kat\u0131l\u0131mc\u0131lar aras\u0131nda y\u00fcksek performansl\u0131 bilgi i\u015flem, <a href=\"https:\/\/www.buluttan.com\/blog\/weather\/harnessing-data-to-fuel-weather-intelligence\">makine \u00f6\u011frenimi ve uygulamalarda<\/a> faaliyet g\u00f6steren \u00f6nde gelen ulusal meteoroloji hizmetleri, ara\u015ft\u0131rma merkezleri ve end\u00fcstri ortaklar\u0131 yer almaktad\u0131r.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ECMWF (<strong>Uluslararas\u0131<\/strong>)<\/li>\n\n\n\n<li>Max-Planck-Gesellschaft zur F\u00f6rderung der Wissenschaften e.V. (<strong>Almanya<\/strong>)<\/li>\n\n\n\n<li>Forschungszentrum J\u00fclich (<strong>Almanya<\/strong>)<\/li>\n\n\n\n<li>Norwegian Meteorological Institute (<strong>Norve\u00e7<\/strong>)\u2028<\/li>\n\n\n\n<li>Royal Netherlands Meteorological Institute (<strong>Hollanda<\/strong>)<\/li>\n\n\n\n<li>M\u00e9t\u00e9o-France (<strong>Fransa<\/strong>)<\/li>\n\n\n\n<li>Swedish Meteorological and Hydrological Institute (<strong>\u0130sve\u00e7<\/strong>)<\/li>\n\n\n\n<li>UK MetOffice (<strong>Birle\u015fik Krall\u0131k<\/strong>)<\/li>\n\n\n\n<li>Centro Euro-Mediterraneo sui Cambiamenti Climatici (<strong>\u0130talya<\/strong>)\u2028<\/li>\n\n\n\n<li>Netherlands eScience Center (<strong>Hollanda<\/strong>)<\/li>\n\n\n\n<li>Buluttan Weather Intelligence (<strong>T\u00fcrkiye<\/strong>)<\/li>\n\n\n\n<li>Latest Thinking (<strong>Almanya<\/strong>)\u2028<\/li>\n\n\n\n<li>Kajo Services (<strong>Slovakya<\/strong>)<\/li>\n\n\n\n<li>Statkraft (<strong>Norve\u00e7<\/strong>)<\/li>\n\n\n\n<li>ETH &#8211; Eidgen\u00f6ssische Technische Hochschule (<strong>\u0130svi\u00e7re<\/strong>)<\/li>\n\n\n\n<li>MeteoSwiss (<strong>\u0130svi\u00e7re<\/strong>)<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Ana Hatlar\u0131 ile<\/strong> <strong>WeatherGenerator<\/strong><\/h2>\n\n\n\n<p><strong>WeatherGenerator<\/strong>&#8216;\u0131n ard\u0131ndaki temel fikir, \u00e7ok say\u0131da belirli g\u00f6rev i\u00e7in kullan\u0131labilen ve uyarlanabilen tek bir d\u00fcnya sistemi modeli olu\u015fturmakt\u0131r. Bu nedenle WeatherGenerator, g\u00f6reve \u00f6zg\u00fc bir makine \u00f6\u011frenimi modeli olmaktan \u00e7ok, <em>temel bir model<\/em> olarak kabul edilebilir.<\/p>\n\n\n\n<p><strong>WeatherGenerator<\/strong> projesi, hava ve iklim modellemesine y\u00f6nelik kapsaml\u0131 yakla\u015f\u0131m\u0131yla \u00f6ne \u00e7\u0131k\u0131yor. Tipik g\u00f6rev tabanl\u0131, AI tabanl\u0131 hava durumu modellerinden farkl\u0131 olarak, yeniden analiz, veri k\u00fcmeleri, meteorolojik ve kara y\u00fczeyi g\u00f6zlemleri ve geleneksel modellerin \u00e7\u0131kt\u0131lar\u0131 dahil olmak \u00fczere \u00e7ok \u00e7e\u015fitli girdi veri kaynaklar\u0131n\u0131 i\u015fleyebilen esnek, genel ama\u00e7l\u0131 bir ara\u00e7 olacak \u015fekilde tasarlanm\u0131\u015ft\u0131r. Bu \u015fekilde, <strong>WeatherGenerator\u2019<\/strong>\u0131n <strong>tahmin, veri asimilasyonu, \u00f6l\u00e7ek k\u00fc\u00e7\u00fcltme, son i\u015flem<\/strong> gibi bir dizi g\u00f6revi ger\u00e7ekle\u015ftirmesi sa\u011flan\u0131yor ve <strong>WeatherGenerator<\/strong>\u2019\u0131 \u00e7ok say\u0131da hava ve iklim uygulamas\u0131 i\u00e7in \u00e7ok y\u00f6nl\u00fc bir model haline getiriyor.<\/p>\n\n\n\n<p><strong>WeatherGenerator<\/strong>&#8216;\u0131n kavramsal fikri, t\u00fcm veri ak\u0131\u015flar\u0131n\u0131n i\u00e7eri girmesine izin vermek ve ard\u0131ndan uzay\/zaman boyutlar\u0131 boyunca istatistiksel korelasyonu \u00f6\u011frenmektir, b\u00f6ylece biri di\u011ferine d\u00f6n\u00fc\u015ft\u00fcr\u00fclebilir.<\/p>\n\n\n\n<p>Kar\u015f\u0131la\u015ft\u0131r\u0131ld\u0131\u011f\u0131nda, <a href=\"https:\/\/docs.nvidia.com\/deeplearning\/modulus\/modulus-sym\/user_guide\/neural_operators\/fourcastnet.html\">NVIDIA\u2019n\u0131n <strong>FourCastNet<\/strong><\/a>&#8216;i, <a href=\"https:\/\/www.huawei.com\/en\/news\/2023\/8\/pangu-weather-forcast\">Huawei\u2019nin <strong>PanguWeather<\/strong><\/a>&#8216;\u0131 ve <a href=\"https:\/\/deepmind.google\/discover\/blog\/graphcast-ai-model-for-faster-and-more-accurate-global-weather-forecasting\/\">Google DeepMind\u2019\u0131n <strong>GraphCast<\/strong><\/a>&#8216;\u0131 gibi di\u011fer AI tabanl\u0131 modeller daha \u00e7ok g\u00f6rev tabanl\u0131 uzmanla\u015fm\u0131\u015f modellerdir. <strong>FourCastNet<\/strong>, k\u00fcresel geometriyi do\u011fal olarak i\u015flemek i\u00e7in sinir operat\u00f6rlerini kullan\u0131r ve y\u00fcksek kararl\u0131l\u0131k ve mekansal \u00e7\u00f6z\u00fcn\u00fcrl\u00fck sunan orta menzilli tahminlere odaklan\u0131r. Benzer \u015fekilde, <strong>PanguWeather<\/strong>, sinir a\u011f\u0131 modeli kullanarak h\u0131zl\u0131 k\u00fcresel tahminlerde uzmanla\u015fm\u0131\u015ft\u0131r. <strong>GraphCast<\/strong>, mekansal ili\u015fkileri verimli bir \u015fekilde modellemek i\u00e7in Grafik Sinir A\u011flar\u0131n\u0131 (GNN&#8217;ler) kullan\u0131r ve 10 g\u00fcnl\u00fck tahminler \u00fcretir. \u00d6zetle, <strong>WeatherGenerator<\/strong>, ara\u015ft\u0131rmadan, operasyonel tahminlere kadar bir\u00e7ok alana uyarlanabilir bir \u00e7er\u00e7eve sunarken, <strong>PanguWeather, GraphCast ve FourCastNet <\/strong>gibi modeller do\u011fruluk, h\u0131z ve orta menzilli tahminlere odaklanarak belirli tahmin g\u00f6revlerinde m\u00fckemmeldir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Temel Dizayn<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1000\" height=\"500\" src=\"https:\/\/buluttan-cdn.s3.eu-central-1.amazonaws.com\/images\/weather-blog\/2024\/10\/weathergenerator-project-integration-and-development.webp\" alt=\"WeatherGenerator Project Integration and Development\" class=\"wp-image-4105\" srcset=\"https:\/\/buluttan-cdn.s3.eu-central-1.amazonaws.com\/images\/weather-blog\/2024\/10\/weathergenerator-project-integration-and-development.webp 1000w, https:\/\/buluttan-cdn.s3.eu-central-1.amazonaws.com\/images\/weather-blog\/2024\/10\/weathergenerator-project-integration-and-development-300x150.webp 300w, https:\/\/buluttan-cdn.s3.eu-central-1.amazonaws.com\/images\/weather-blog\/2024\/10\/weathergenerator-project-integration-and-development-768x384.webp 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><figcaption class=\"wp-element-caption\">WeatherGenerator Proje Entegrasyonu ve Geli\u015ftirilmesi<\/figcaption><\/figure>\n\n\n\n<p>Kodlay\u0131c\u0131-kod \u00e7\u00f6z\u00fcc\u00fc sinir a\u011f\u0131 mimarisi, <strong>WeatherGenerator<\/strong> tasar\u0131m\u0131n\u0131n merkezinde yer al\u0131r. Kodlay\u0131c\u0131 bile\u015feni, k\u00fcresel yeniden analizler, yerel alan modelleri (LAM&#8217;ler) ve g\u00f6zlemsel veriler gibi bir\u00e7ok farkl\u0131 veri kayna\u011f\u0131n\u0131 birle\u015ftiren bir al\u0131m motoru g\u00f6revi g\u00f6r\u00fcr. Daha sonra bu bilgileri herhangi bir \u015febeke ve \u00e7\u00f6z\u00fcn\u00fcrl\u00fckten ba\u011f\u0131ms\u0131z, zengin bir D\u00fcnya Sistemi Durumu&#8217;na kaydeder.&nbsp;<\/p>\n\n\n\n<p>Bu mimarinin operasyonel y\u00fcr\u00fct\u00fclmesi s\u0131ras\u0131nda, kodlay\u0131c\u0131 yaln\u0131zca e\u011fitim i\u00e7in kullan\u0131lan girdilerin bir alt k\u00fcmesini gerektirir. Bu, \u00e7\u0131kar\u0131m zaman\u0131nda t\u00fcm veri girdilerinin mevcut olmayaca\u011f\u0131 beklenir.<\/p>\n\n\n\n<p>Kod \u00e7\u00f6z\u00fcc\u00fc daha sonra otomatik regresif tahmin, k\u00fc\u00e7\u00fcltme, asimile etme veya d\u00fcrtme ger\u00e7ekle\u015ftiren bir tahmin motoru g\u00f6revi g\u00f6r\u00fcr. Bunun i\u00e7in, kodlay\u0131c\u0131dan gelen zengin temsile g\u00fcvenir ve potansiyel olarak y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc orografi veya uygulamaya \u00f6zg\u00fc veriler gibi g\u00f6reve \u00f6zg\u00fc veri girdileriyle tamamlan\u0131r.<\/p>\n\n\n\n<p>\u00c7ok say\u0131da farkl\u0131 girdiyi i\u015fleyebilen bir makine \u00f6\u011frenimi arac\u0131n\u0131 e\u011fitmek i\u00e7in benimsenen yakla\u015f\u0131ma maskeli belirte\u00e7 \u00f6\u011frenmesi denir. Fikir, LLM&#8217;lerin bir c\u00fcmlenin kelimeleri aras\u0131ndaki zengin ili\u015fkileri ve kal\u0131plar\u0131 \u00f6\u011frendi\u011fi Maskeli \u00d6z Dikkat kavramlar\u0131na benzer.<\/p>\n\n\n\n<p>Bu yakla\u015f\u0131mda, giri\u015f ak\u0131\u015flar\u0131ndan gelen verilerin par\u00e7alar\u0131 e\u011fitim s\u0131ras\u0131nda silinir. <strong>WeatherGenerator<\/strong> modeli bunlar\u0131 geri doldurmay\u0131 \u00f6\u011frenir, bu da veri k\u00fcmeleri aras\u0131ndaki istatistiksel korelasyonu \u00f6\u011frenmeyi gerektirir. Bu \u00f6\u011frenme s\u00fcrecinin sonu\u00e7lar\u0131 daha sonra, \u00f6rne\u011fin, giri\u015f ak\u0131\u015flar\u0131 yaln\u0131zca baz\u0131 verileri kaps\u0131yorsa eksik bilgileri doldurmak i\u00e7in kullan\u0131labilir. Gelecekteki herhangi bir bilgiyi maskelemek ve bunu tahmin etmeye \u00e7al\u0131\u015fmak, bu mimarinin ger\u00e7ek tahmin yapmas\u0131n\u0131 sa\u011flar.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1000\" height=\"443\" src=\"https:\/\/buluttan-cdn.s3.eu-central-1.amazonaws.com\/images\/weather-blog\/2024\/11\/weathergenerator-training-v2.webp\" alt=\"WeatherGenerator Training\" class=\"wp-image-4114\" srcset=\"https:\/\/buluttan-cdn.s3.eu-central-1.amazonaws.com\/images\/weather-blog\/2024\/11\/weathergenerator-training-v2.webp 1000w, https:\/\/buluttan-cdn.s3.eu-central-1.amazonaws.com\/images\/weather-blog\/2024\/11\/weathergenerator-training-v2-300x133.webp 300w, https:\/\/buluttan-cdn.s3.eu-central-1.amazonaws.com\/images\/weather-blog\/2024\/11\/weathergenerator-training-v2-768x340.webp 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><figcaption class=\"wp-element-caption\">WeatherGenerator \u00d6\u011frenmesi<\/figcaption><\/figure>\n\n\n\n<p>A\u011f tamamen e\u011fitildi\u011finde, giri\u015f verilerini farkl\u0131 giri\u015f ak\u0131\u015flar\u0131na d\u00f6n\u00fc\u015ft\u00fcrebilecek ve hem uzayda hem de zamanda bo\u015fluklar\u0131 doldurabilecektir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">WeatherGenerator Uygulamalar\u0131 ve Buluttan&#8217;\u0131n Yenilenebilir Enerji Uzmanl\u0131\u011f\u0131<\/h2>\n\n\n\n<p>WeatherGenerator&#8217;\u0131n temel yap\u0131s\u0131, her t\u00fcrl\u00fc hava zekas\u0131 uygulamas\u0131n\u0131n \u00fczerine in\u015fa edilmesine olanak tan\u0131r.<\/p>\n\n\n\n<p>Uygulamalar genellikle g\u00f6reve \u00f6zg\u00fc kod \u00e7\u00f6z\u00fcc\u00fclerden biriyle \u00e7al\u0131\u015f\u0131r ve bunlar\u0131 ince ayar yapma <strong>(fine-tune)<\/strong> veya kod \u00e7\u00f6z\u00fcc\u00fcy\u00fc bir kuyruk a\u011f\u0131yla <strong>(tail network)<\/strong> geni\u015fletme se\u00e7ene\u011fine sahip olur. Her iki yakla\u015f\u0131m\u0131n da kendine \u00f6zg\u00fc dezavantajlar\u0131 olacakt\u0131r ve uygulama geli\u015ftiricileri temel modelle \u00e7al\u0131\u015fman\u0131n en iyi yolunu bulmak i\u00e7in \u00e7e\u015fitli yakla\u015f\u0131mlar\u0131 ara\u015ft\u0131racakt\u0131r.<\/p>\n\n\n\n<p>Buluttan, en son teknoloji makine \u00f6\u011frenimi yakla\u015f\u0131mlar\u0131n\u0131n meteorolojik LAM&#8217;lerle ustaca birle\u015ftirildi\u011fi bir yenilenebilir enerji \u00fcr\u00fcnleri portf\u00f6y\u00fcne sahiptir. <strong>WeatherGenerator <\/strong>projesinin bir par\u00e7as\u0131 olarak Buluttan, \u00fcretken yapay zeka ortam\u0131ndan gelen kavramlar\u0131 kullanarak yenilenebilir enerji algoritmalar\u0131 ara\u015ft\u0131racak ve geli\u015ftirecektir. Daha sonra, temel WeatherGenerator modelinin yenilenebilir enerji algoritmalar\u0131n\u0131n do\u011frulu\u011fu \u00fczerindeki etkisini g\u00f6stermek i\u00e7in performans\u0131 k\u0131yaslayacakt\u0131r.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Sonraki Ad\u0131mlar<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>D\u00f6rt y\u0131ll\u0131k proje, 16 orta\u011f\u0131n\u0131n tamam\u0131yla \u015eubat 2025&#8217;te ba\u015flang\u0131\u00e7 \u200b\u200btoplant\u0131s\u0131 yap\u0131lacak. <\/li>\n\n\n\n<li>Proje web sayfas\u0131, sosyal medya ve proje e-posta listeleri arac\u0131l\u0131\u011f\u0131yla duyurulacak. <\/li>\n\n\n\n<li>Hem dahili hem de harici konu\u015fmac\u0131lar taraf\u0131ndan sanal web seminerleri d\u00fczenlenecek. <\/li>\n\n\n\n<li>Projenin fikirlerini ve ba\u015far\u0131lar\u0131n\u0131 yaymaya yard\u0131mc\u0131 olacak \u00fc\u00e7 harici hackathon, iki hizmet toplant\u0131s\u0131 ve iki cinsiyet e\u015fitli\u011fi toplant\u0131s\u0131 d\u00fczenlenecek.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Sonu\u00e7<\/h2>\n\n\n\n<p>Buluttan, Avrupa Orta Vadeli Hava Tahminleri Merkezi (ECMWF) ile birlikte yapay zeka tabanl\u0131 hava tahminin s\u0131n\u0131rlar\u0131n\u0131 zorlamaya, yeni ve daha do\u011fru bir tahmin yakla\u015f\u0131m\u0131 olu\u015fturmak i\u00e7in yola \u00e7\u0131kt\u0131. Bu yapay zeka odakl\u0131 yolculukta Avrupal\u0131 \u200b\u200bortaklar\u0131m\u0131zla i\u015f birli\u011fi yapmay\u0131 d\u00f6rt g\u00f6zle bekliyoruz.<\/p>\n\n\n\n<p>Yak\u0131n zamanda onaylanan AB-Horizon projesi olan <strong>WeatherGenerator<\/strong>, hava tahmini, veri asimilasyonu, son i\u015fleme ve daha bir\u00e7ok g\u00f6rev i\u00e7in kullan\u0131labilen ve uyarlanabilen \u00dcretken Yapay Zeka&#8217;dan ilham alan bir temel model olu\u015fturmay\u0131 hedefliyor.<\/p>\n\n\n\n<p>Buluttan olarak yenilenebilir enerji tahmin uzmanl\u0131\u011f\u0131m\u0131z\u0131 kullanaca\u011f\u0131z ve mevcut algoritmalar\u0131m\u0131z\u0131 ve \u00fcr\u00fcnlerimizi WeatherGenerator arac\u0131l\u0131\u011f\u0131yla bir sonraki seviyeye nas\u0131l ta\u015f\u0131yabilece\u011fimizi ara\u015ft\u0131raca\u011f\u0131z. Performans\u0131 k\u0131yaslayaca\u011f\u0131z, mevcut ve yeni m\u00fc\u015fterilerimize ne kadar finansal kazan\u00e7 (\u20ac) sa\u011flayaca\u011f\u0131m\u0131z\u0131 g\u00f6sterece\u011fiz. Yenilenebilir enerji \u00fcretim tahmininde yeni bir standart belirlemeyi d\u00f6rt g\u00f6zle bekliyoruz.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>AB&#8217;nin WeatherGenerator isimli yeni Horizon projesi onayland\u0131. Bu proje, hava tahmini ve D\u00fcnya sistemiyle ilgili s\u00fcre\u00e7lerin modellenmesi i\u00e7in yapay zekay\u0131 yeni yollarla kullanmay\u0131 ama\u00e7l\u0131yor. WeatherGenerator, a\u015fa\u011f\u0131da listelenen 16 Avrupa kurulu\u015fu taraf\u0131ndan, \u015eubat 2025&#8217;te ba\u015flamas\u0131 planlanan d\u00f6rt y\u0131ll\u0131k AB fonlu bir giri\u015fim kapsam\u0131nda geli\u015ftirilmektedir. Giri\u015fim ECMWF taraf\u0131ndan y\u00f6netilirken, kat\u0131l\u0131mc\u0131lar aras\u0131nda y\u00fcksek performansl\u0131 bilgi i\u015flem, makine \u00f6\u011frenimi&hellip; <a class=\"more-link\" href=\"https:\/\/editorial.buluttan.com\/?p=4117\">Continue reading <span class=\"screen-reader-text\">Weather Generator &#8211; Avrupa Birli\u011fi ve Buluttan \u0130\u015fbirli\u011fi ile\u00a0Yapay Zeka (AI) Tabanl\u0131 Hava Tahmini<\/span><\/a><\/p>\n","protected":false},"author":8,"featured_media":4103,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[25],"tags":[7,41,173,46,39,57],"class_list":["post-4117","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hava-durumu","tag-tr","tag-enerji","tag-hava-durumu","tag-hava-zekasi","tag-yapay-zeka","tag-yenilenebilir-enerji","entry"],"acf":{"h1_tag":"Avrupa Birli\u011fi ve Buluttan Yapay Zeka (AI) Tabanl\u0131 Hava Tahmini Alan\u0131nda G\u00fc\u00e7lerini Birle\u015ftiriyor"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Weather Generator - Avrupa Birli\u011fi ve Buluttan \u0130\u015fbirli\u011fi ile\u00a0Yapay Zeka (AI) Tabanl\u0131 Hava Tahmini - Buluttan Blog<\/title>\n<meta name=\"description\" content=\"AB&#039;nin WeatherGenerator isimli yeni Horizon projesi onayland\u0131. Bu proje, hava tahmini modellenmesi i\u00e7in yapay zeka kullanmay\u0131 ama\u00e7l\u0131yor.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Weather Generator - Avrupa Birli\u011fi ve Buluttan \u0130\u015fbirli\u011fi ile\u00a0Yapay Zeka (AI) Tabanl\u0131 Hava Tahmini - Buluttan Blog\" \/>\n<meta property=\"og:description\" content=\"AB&#039;nin WeatherGenerator isimli yeni Horizon projesi onayland\u0131. Bu proje, hava tahmini modellenmesi i\u00e7in yapay zeka kullanmay\u0131 ama\u00e7l\u0131yor.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/editorial.buluttan.com\/?p=4117\" \/>\n<meta property=\"og:site_name\" content=\"Buluttan Blog\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-04T14:59:59+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-14T13:26:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/buluttan-cdn.s3.eu-central-1.amazonaws.com\/images\/weather-blog\/2024\/10\/weathergenerator-europeanunion-buluttan.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1600\" \/>\n\t<meta property=\"og:image:height\" content=\"400\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"G\u00fcven B\u00f6l\u00fckba\u015f\u0131\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"G\u00fcven B\u00f6l\u00fckba\u015f\u0131\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/editorial.buluttan.com\/?p=4117\",\"url\":\"https:\/\/editorial.buluttan.com\/?p=4117\",\"name\":\"Weather Generator - Avrupa Birli\u011fi ve Buluttan \u0130\u015fbirli\u011fi ile\u00a0Yapay Zeka (AI) Tabanl\u0131 Hava Tahmini - Buluttan Blog\",\"isPartOf\":{\"@id\":\"https:\/\/editorial.buluttan.com\/#website\"},\"datePublished\":\"2024-11-04T14:59:59+00:00\",\"dateModified\":\"2026-01-14T13:26:19+00:00\",\"author\":{\"@id\":\"https:\/\/editorial.buluttan.com\/#\/schema\/person\/d12c1012c953924ea6b8efd10fab4180\"},\"description\":\"AB'nin WeatherGenerator isimli yeni Horizon projesi onayland\u0131. Bu proje, hava tahmini modellenmesi i\u00e7in yapay zeka kullanmay\u0131 ama\u00e7l\u0131yor.\",\"breadcrumb\":{\"@id\":\"https:\/\/editorial.buluttan.com\/?p=4117#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/editorial.buluttan.com\/?p=4117\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/editorial.buluttan.com\/?p=4117#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/editorial.buluttan.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Weather Generator &#8211; Avrupa Birli\u011fi ve Buluttan \u0130\u015fbirli\u011fi ile\u00a0Yapay Zeka (AI) Tabanl\u0131 Hava Tahmini\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/editorial.buluttan.com\/#website\",\"url\":\"https:\/\/editorial.buluttan.com\/\",\"name\":\"Buluttan Blog\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/editorial.buluttan.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/editorial.buluttan.com\/#\/schema\/person\/d12c1012c953924ea6b8efd10fab4180\",\"name\":\"G\u00fcven B\u00f6l\u00fckba\u015f\u0131\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/editorial.buluttan.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/d804beb23dccac41570c87e0e9608deda5f2055548ee462438f085b87a41c2f7?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/d804beb23dccac41570c87e0e9608deda5f2055548ee462438f085b87a41c2f7?s=96&d=mm&r=g\",\"caption\":\"G\u00fcven B\u00f6l\u00fckba\u015f\u0131\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/in\/guvenb\/\"],\"url\":\"https:\/\/editorial.buluttan.com\/?author=8\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Weather Generator - Avrupa Birli\u011fi ve Buluttan \u0130\u015fbirli\u011fi ile\u00a0Yapay Zeka (AI) Tabanl\u0131 Hava Tahmini - Buluttan Blog","description":"AB'nin WeatherGenerator isimli yeni Horizon projesi onayland\u0131. Bu proje, hava tahmini modellenmesi i\u00e7in yapay zeka kullanmay\u0131 ama\u00e7l\u0131yor.","robots":{"index":"noindex","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"og_locale":"en_US","og_type":"article","og_title":"Weather Generator - Avrupa Birli\u011fi ve Buluttan \u0130\u015fbirli\u011fi ile\u00a0Yapay Zeka (AI) Tabanl\u0131 Hava Tahmini - Buluttan Blog","og_description":"AB'nin WeatherGenerator isimli yeni Horizon projesi onayland\u0131. Bu proje, hava tahmini modellenmesi i\u00e7in yapay zeka kullanmay\u0131 ama\u00e7l\u0131yor.","og_url":"https:\/\/editorial.buluttan.com\/?p=4117","og_site_name":"Buluttan Blog","article_published_time":"2024-11-04T14:59:59+00:00","article_modified_time":"2026-01-14T13:26:19+00:00","og_image":[{"width":1600,"height":400,"url":"https:\/\/buluttan-cdn.s3.eu-central-1.amazonaws.com\/images\/weather-blog\/2024\/10\/weathergenerator-europeanunion-buluttan.webp","type":"image\/webp"}],"author":"G\u00fcven B\u00f6l\u00fckba\u015f\u0131","twitter_card":"summary_large_image","twitter_misc":{"Written by":"G\u00fcven B\u00f6l\u00fckba\u015f\u0131","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/editorial.buluttan.com\/?p=4117","url":"https:\/\/editorial.buluttan.com\/?p=4117","name":"Weather Generator - Avrupa Birli\u011fi ve Buluttan \u0130\u015fbirli\u011fi ile\u00a0Yapay Zeka (AI) Tabanl\u0131 Hava Tahmini - Buluttan Blog","isPartOf":{"@id":"https:\/\/editorial.buluttan.com\/#website"},"datePublished":"2024-11-04T14:59:59+00:00","dateModified":"2026-01-14T13:26:19+00:00","author":{"@id":"https:\/\/editorial.buluttan.com\/#\/schema\/person\/d12c1012c953924ea6b8efd10fab4180"},"description":"AB'nin WeatherGenerator isimli yeni Horizon projesi onayland\u0131. Bu proje, hava tahmini modellenmesi i\u00e7in yapay zeka kullanmay\u0131 ama\u00e7l\u0131yor.","breadcrumb":{"@id":"https:\/\/editorial.buluttan.com\/?p=4117#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/editorial.buluttan.com\/?p=4117"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/editorial.buluttan.com\/?p=4117#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/editorial.buluttan.com\/"},{"@type":"ListItem","position":2,"name":"Weather Generator &#8211; Avrupa Birli\u011fi ve Buluttan \u0130\u015fbirli\u011fi ile\u00a0Yapay Zeka (AI) Tabanl\u0131 Hava Tahmini"}]},{"@type":"WebSite","@id":"https:\/\/editorial.buluttan.com\/#website","url":"https:\/\/editorial.buluttan.com\/","name":"Buluttan Blog","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/editorial.buluttan.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/editorial.buluttan.com\/#\/schema\/person\/d12c1012c953924ea6b8efd10fab4180","name":"G\u00fcven B\u00f6l\u00fckba\u015f\u0131","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/editorial.buluttan.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/d804beb23dccac41570c87e0e9608deda5f2055548ee462438f085b87a41c2f7?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/d804beb23dccac41570c87e0e9608deda5f2055548ee462438f085b87a41c2f7?s=96&d=mm&r=g","caption":"G\u00fcven B\u00f6l\u00fckba\u015f\u0131"},"sameAs":["https:\/\/www.linkedin.com\/in\/guvenb\/"],"url":"https:\/\/editorial.buluttan.com\/?author=8"}]}},"_links":{"self":[{"href":"https:\/\/editorial.buluttan.com\/index.php?rest_route=\/wp\/v2\/posts\/4117","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/editorial.buluttan.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/editorial.buluttan.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/editorial.buluttan.com\/index.php?rest_route=\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/editorial.buluttan.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4117"}],"version-history":[{"count":13,"href":"https:\/\/editorial.buluttan.com\/index.php?rest_route=\/wp\/v2\/posts\/4117\/revisions"}],"predecessor-version":[{"id":4889,"href":"https:\/\/editorial.buluttan.com\/index.php?rest_route=\/wp\/v2\/posts\/4117\/revisions\/4889"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/editorial.buluttan.com\/index.php?rest_route=\/wp\/v2\/media\/4103"}],"wp:attachment":[{"href":"https:\/\/editorial.buluttan.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4117"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/editorial.buluttan.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4117"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/editorial.buluttan.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4117"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}