{"id":3128,"date":"2024-03-25T06:49:42","date_gmt":"2024-03-25T06:49:42","guid":{"rendered":"https:\/\/editorial.buluttan.com\/?p=3128"},"modified":"2024-03-25T06:49:44","modified_gmt":"2024-03-25T06:49:44","slug":"verinin-gucuyle-hava-zekasini-besleme","status":"publish","type":"post","link":"https:\/\/editorial.buluttan.com\/?p=3128","title":{"rendered":"Verinin G\u00fcc\u00fcyle Hava Zek\u00e2s\u0131n\u0131 Besleme"},"content":{"rendered":"\n

Veriden \u00dcr\u00fcnlere Yolculuk<\/strong><\/h2>\n\n\n\n

Hava zek\u00e2s\u0131 alan\u0131nda s\u00fcrekli evrilen bir d\u00fcnyada, veri m\u00fchendisli\u011finin rol\u00fc son derece \u00f6nemlidir, \u00f6zellikle de yenilenebilir enerji, ula\u015f\u0131m ve \u00f6tesi gibi kritik sekt\u00f6rlere hizmet eden \u015firketler i\u00e7in. R\u00fczgar, g\u00fcne\u015f, hidro enerji gibi end\u00fcstrilerde ve teslimat hizmetleri, havac\u0131l\u0131k ve deniz limanlar\u0131 gibi sekt\u00f6rlerde faaliyet g\u00f6steren m\u00fc\u015fterilerimiz, bilin\u00e7li kararlar almak i\u00e7in do\u011fru ve zaman\u0131nda hava tahminlerimize g\u00fcvenmektedirler.<\/p>\n\n\n\n

Operasyonumuzun \u00e7ekirde\u011finde, bir\u00e7ok kaynaktan veri \u00e7\u0131karma ve bunu i\u00e7eri alma s\u00fcreci yer almaktad\u0131r. Bu veriler, radarlardan, uydu sistemlerinden, yer istasyonlar\u0131ndan ve di\u011fer bir\u00e7ok hava verisi noktas\u0131ndan elde edilmektedir. Ayr\u0131ca, g\u00f6zlemci g\u00f6r\u00fc\u015fleri gibi m\u00fc\u015fterilerimizin \u00f6zel verilerini de dahil ederek analizlerimizi zenginle\u015ftirmekteyiz.<\/p>\n\n\n\n

Ham veriden i\u015flenebilir zekaya yolculuk karma\u015f\u0131kt\u0131r. Ekibimiz, bu b\u00fcy\u00fck veri ak\u0131\u015f\u0131n\u0131 temizleyip haz\u0131rlama s\u00fcrecinde elinden geleninin en iyisini yapmaktad\u0131r ve bu verinin bir sonraki i\u015flem a\u015famalar\u0131 i\u00e7in haz\u0131r oldu\u011fundan emin olunmas\u0131na olanak tan\u0131r. Geli\u015fmi\u015f Weather Research and Forecasting (WRF) modelleri ve makine \u00f6\u011frenimi algoritmalar\u0131 kullanarak veriyi analiz etmekte ve yorumlamaktay\u0131z. Bu sayede m\u00fc\u015fterilerimize g\u00fcvenerek kullanacaklar\u0131 tahminler ve \u00f6ng\u00f6r\u00fcler sunmaktay\u0131z.<\/p>\n\n\n\n

\"timing<\/figure>\n\n\n\n

Hava Zek\u00e2s\u0131nda Zamanlama, Do\u011fruluk ve Kalite<\/strong><\/h2>\n\n\n\n

Zaman bizim i\u00e7in \u00e7ok \u00f6nemlidir. Baz\u0131 \u00fcr\u00fcnlerimiz i\u00e7in, veri \u00e7\u0131karma, i\u015fleme ve sonu\u00e7lar\u0131 sunma s\u00fcrecine sadece dakikalar ayr\u0131lm\u0131\u015ft\u0131r. Bu, veri hatlar\u0131m\u0131z\u0131n sadece etkin de\u011fil, ayn\u0131 zamanda \u00e7ok h\u0131zl\u0131 olmas\u0131n\u0131 gerektirir, b\u00f6ylece m\u00fc\u015fterilerimize bir saniye bile gecikme olmadan ihtiya\u00e7lar\u0131 olan tahminleri alabilirler.<\/p>\n\n\n\n

Do\u011fruluk, operasyonlar\u0131m\u0131z\u0131n temelidir. Veri \u00fcretmekle s\u0131n\u0131rl\u0131 de\u011fildir. Her sa\u011flad\u0131\u011f\u0131m\u0131z bilginin kesin ve g\u00fcvenilir oldu\u011fundan emin olmakla ilgilidir. Bunu ba\u015farmak i\u00e7in, veri hatlar\u0131m\u0131z\u0131n her a\u015famas\u0131nda s\u0131k\u0131 do\u011fruluk \u00f6l\u00e7\u00fcmleri uygulamaktay\u0131z. Bu kontroller, rutin prosed\u00fcrlerden daha fazlas\u0131d\u0131r; m\u00fc\u015fterilerimize g\u00fcvenebilecekleri tahminleri sunma taahh\u00fcd\u00fcm\u00fcz\u00fcn ayr\u0131lmaz bir par\u00e7as\u0131d\u0131r.<\/p>\n\n\n\n

Veri kalitesine olan ba\u011fl\u0131l\u0131\u011f\u0131m\u0131z de\u011fi\u015fmez. Fizik tabanl\u0131, matematiksel ve makine \u00f6\u011frenimi modellerimizin etkinli\u011finin, t\u00fcketti\u011fi verilerin b\u00fct\u00fcnl\u00fc\u011f\u00fcne ba\u011fl\u0131 oldu\u011funun fark\u0131nday\u0131z. Bu y\u00fczden, veri hatlar\u0131m\u0131zdan akan verilerin sadece say\u0131 olarak fazla olmas\u0131 de\u011fil, ayn\u0131 zamanda temiz, eksiksiz ve do\u011fru oldu\u011fundan emin olmak i\u00e7in b\u00fcy\u00fck \u00e7aba sarf ediyoruz.<\/p>\n\n\n\n

Hava Zek\u00e2s\u0131nda Veri M\u00fchendisli\u011fi<\/strong><\/h2>\n\n\n\n

Sonu\u00e7 olarak, hava zek\u00e2s\u0131nda veri m\u00fchendisli\u011finin rol\u00fc olduk\u00e7a \u00f6nemlidir. Bu, teknoloji ve meteorolojinin kesi\u015fim noktas\u0131nda bulunan \u00e7ok y\u00f6nl\u00fc bir disiplindir ve m\u00fc\u015fterilerimizin ba\u011f\u0131ml\u0131 oldu\u011fu do\u011fruluk ve zamanlamay\u0131 y\u00f6nlendirir. Yenilenebilir enerji sistemlerini g\u00fc\u00e7lendirmek, ula\u015f\u0131m a\u011flar\u0131n\u0131 y\u00f6nlendirmek veya hava tahminlerine dayanan bir\u00e7ok end\u00fcstrinin desteklenmesi i\u00e7in veri m\u00fchendisli\u011fi \u00e7abalar\u0131m\u0131z, sundu\u011fumuz i\u00e7g\u00f6r\u00fclerin omurgas\u0131d\u0131r. Buluttan Hava Zek\u00e2s\u0131<\/a>\u2019nda, sadece hava tahmini yapm\u0131yoruz; hava ne olursa olsun end\u00fcstrilere g\u00fc\u00e7 veren veri odakl\u0131 zekay\u0131 \u015fekillendiriyoruz<\/p>\n","protected":false},"excerpt":{"rendered":"

Veriden \u00dcr\u00fcnlere Yolculuk Hava zek\u00e2s\u0131 alan\u0131nda s\u00fcrekli evrilen bir d\u00fcnyada, veri m\u00fchendisli\u011finin rol\u00fc son derece \u00f6nemlidir, \u00f6zellikle de yenilenebilir enerji, ula\u015f\u0131m ve \u00f6tesi gibi kritik sekt\u00f6rlere hizmet eden \u015firketler i\u00e7in. R\u00fczgar, g\u00fcne\u015f, hidro enerji gibi end\u00fcstrilerde ve teslimat hizmetleri, havac\u0131l\u0131k ve deniz limanlar\u0131 gibi sekt\u00f6rlerde faaliyet g\u00f6steren m\u00fc\u015fterilerimiz, bilin\u00e7li kararlar almak i\u00e7in do\u011fru ve zaman\u0131nda… Continue reading Verinin G\u00fcc\u00fcyle Hava Zek\u00e2s\u0131n\u0131 Besleme<\/span><\/a><\/p>\n","protected":false},"author":10,"featured_media":3142,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[25],"tags":[7,46],"class_list":["post-3128","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hava-durumu","tag-tr","tag-hava-zekasi","entry"],"acf":{"h1_tag":"Veri M\u00fchendisli\u011finin Hava Zek\u00e2s\u0131 \u0130\u00e7in \u00d6nemi"},"yoast_head":"\nVerinin G\u00fcc\u00fcyle Hava Zek\u00e2s\u0131n\u0131 Besleme - Buluttan Blog<\/title>\n<meta name=\"description\" content=\"Buluttan Hava Zek\u00e2s\u0131'nda veriden \u00fcr\u00fcne yolculu\u011fu bir veri m\u00fchendisinin g\u00f6z\u00fcnden nas\u0131l g\u00f6r\u00fcnd\u00fc\u011f\u00fcn\u00fc birlikte ke\u015ffedelim.\" \/>\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=\"Verinin G\u00fcc\u00fcyle Hava Zek\u00e2s\u0131n\u0131 Besleme - 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