{"id":2816,"date":"2025-11-25T12:59:09","date_gmt":"2025-11-25T12:59:09","guid":{"rendered":"https:\/\/renewasoft.com.tr\/?page_id=2816"},"modified":"2025-11-25T15:36:41","modified_gmt":"2025-11-25T15:36:41","slug":"teknoloji","status":"publish","type":"page","link":"https:\/\/renewasoft.com.tr\/index.php\/tr\/teknoloji\/","title":{"rendered":"Teknoloji"},"content":{"rendered":"

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Yapay Zeka Destekli Tahmin Teknolojimiz<\/h2>\r\n

\r\n Hidroelektrik santraller i\u00e7in kendi geli\u015ftirdi\u011fimiz yapay zeka algoritmalar\u0131 ile %15-30 daha do\u011fru enerji \u00fcretim tahminleri.<\/strong><\/p>\n

Renewasoft, hidroelektrik santraller i\u00e7in tamamen kendi geli\u015ftirdi\u011fi yapay zeka modellerini kullanarak g\u00fcn \u00f6ncesi ve g\u00fcn i\u00e7i piyasalar i\u00e7in hassas \u00fcretim tahminleri sunar. Meteorolojik veriler, hidrolojik sim\u00fclasyonlar ve SCADA sistemlerinden gelen ger\u00e7ek zamanl\u0131 verilerle beslenen derin \u00f6\u011frenme modellerimiz, geleneksel y\u00f6ntemlere g\u00f6re %88-94 do\u011fruluk oran\u0131na ula\u015f\u0131r. Google Cloud'un kurumsal altyap\u0131s\u0131 \u00fczerinde \u00e7al\u0131\u015fan sistemimiz, g\u00fcvenli ve \u00f6l\u00e7eklenebilir hizmet sunar. \r\n <\/p>\r\n

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    Kurumsal Bulut Altyap\u0131s\u0131<\/h4>\r\n

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    \r\n Renewasoft platformu, Google Cloud Platform'un kurumsal d\u00fczeyde altyap\u0131 hizmetleri \u00fczerinde \u00e7al\u0131\u015f\u0131r. Bu sayede y\u00fcksek g\u00fcvenlik, %99.9 uptime garantisi ve s\u0131n\u0131rs\u0131z \u00f6l\u00e7eklenebilirlik sa\u011fl\u0131yoruz. Verileriniz, d\u00fcnyan\u0131n en g\u00fcvenli veri merkezlerinde \u015fifrelenmi\u015f olarak saklan\u0131r.\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n

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    Yapay Zeka ve Makine \u00d6\u011frenmesi<\/h4>\r\n

    \r\n Kendi geli\u015ftirdi\u011fimiz derin \u00f6\u011frenme modellerimizi e\u011fitmek ve \u00e7al\u0131\u015ft\u0131rmak i\u00e7in Google Cloud'un Vertex AI platformunu kullan\u0131yoruz.Bu platform, model e\u011fitimi i\u00e7in g\u00fc\u00e7l\u00fc GPU\/TPU kaynaklar\u0131 ve production ortam\u0131 i\u00e7in otomatik \u00f6l\u00e7eklendirme sa\u011flar.\r\n <\/p>\r\n <\/div>\r\n

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    Veri Depolama ve \u0130\u015fleme<\/h4>\r\n

    \r\n BigQuery:<\/strong> 10+ y\u0131ll\u0131k meteorolojik ve \u00fcretim verilerini petabyte \u00f6l\u00e7e\u011finde saklama ve saniyeler i\u00e7inde sorgulama
    \nCloud Storage:<\/strong> Ham SCADA verileri, radar g\u00f6r\u00fcnt\u00fcleri ve uydu verilerini g\u00fcvenli data lake'de saklama
    \nPub\/Sub:<\/strong> Ger\u00e7ek zamanl\u0131 veri ak\u0131\u015flar\u0131 i\u00e7in mesajla\u015fma altyap\u0131s\u0131\r\n <\/p>\r\n <\/div>\r\n

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    Uygulama Servisleri<\/h4>\r\n

    \r\n Google Kubernetes Engine (GKE):<\/strong> API ve dashboard servislerimizi containerized \u015fekilde \u00e7al\u0131\u015ft\u0131rma
    \nCloud Run:<\/strong> D\u00fc\u015f\u00fck frekansl\u0131 i\u015flemler i\u00e7in serverless altyap\u0131
    \nCloud Functions:<\/strong> Otomatik bildirimler ve event-driven i\u015flemler\r\n <\/p>\r\n <\/div>\r\n

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    G\u00fcvenlik ve Yedekleme<\/h4>\r\n

    \r\n TLS 1.3 \u015fifreleme (veri iletimi)
    \nAES-256 \u015fifreleme (veri depolama)
    \n\u00c7ok-b\u00f6lgeli yedekleme (T\u00fcrkiye ve Avrupa)
    \nISO 27001 uyumlu g\u00fcvenlik standartlar\u0131\r\n <\/p>\r\n <\/div>\r\n

    \r\n <\/i><\/div>\r\n <\/div>\r\n \r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n
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    \r\n Yapay Zeka Modellerimiz Kendi Geli\u015ftirdi\u011fimiz Tahmin Algoritmalar\u0131\r\n <\/h2>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n
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    \r\n Renewasoft'un temel rekabet avantaj\u0131, kendi AR-GE ekibimizin geli\u015ftirdi\u011fi \u00f6zel yapay zeka algoritmalar\u0131 ve hidrolojik modellerdir. Fizik-tabanl\u0131 sim\u00fclasyonlar\u0131 derin \u00f6\u011frenme modelleriyle birle\u015ftiren hibrit yakla\u015f\u0131m\u0131m\u0131z, sekt\u00f6rde benzersizdir.\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n

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    Fizik-Tabanl\u0131 Hidrolojik Modeller<\/h4>\r\n
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    • Havza sim\u00fclasyonu ve ak\u0131\u015f tahmini<\/li>\r\n
    • Kar erimesi ve toprak nemi hesaplamalar\u0131<\/li>\r\n
    • Baraj rezervuar dinamikleri<\/li>\r\n
    • T\u00fcrbin performans modelleri<\/li>\r\n <\/ul>\r\n <\/div>\r\n <\/div>\r\n \r\n
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      Derin \u00d6\u011frenme Algoritmalar\u0131<\/h4>\r\n
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      • LSTM (Long Short-Term Memory) A\u011flar\u0131: Zaman serisi tahminleri i\u00e7in uzun d\u00f6nem ba\u011f\u0131ml\u0131l\u0131klar\u0131 \u00f6\u011frenir<\/li>\r\n
      • Ensemble Modelleme: 5 farkl\u0131 modelin a\u011f\u0131rl\u0131kl\u0131 ortalamas\u0131yla en stabil tahminler<\/li>\r\n
      • Transfer Learning: Santral baz\u0131nda h\u0131zl\u0131 model adaptasyonu<\/li>\r\n
      • S\u00fcrekli \u00d6\u011frenme: Her yeni veri ile modeller kendini g\u00fcnceller<\/li>\r\n <\/ul>\r\n <\/div>\r\n <\/div>\r\n \r\n
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        \u00d6zellik M\u00fchendisli\u011fi<\/h4>\r\n
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        • Meteorolojik: S\u0131cakl\u0131k, bas\u0131n\u00e7, ya\u011f\u0131\u015f, r\u00fczgar (7 g\u00fcnl\u00fck ge\u00e7mi\u015f + tahminler)<\/li>\r\n
        • Hidrolojik: Su seviyesi, debi, kar \u00f6rt\u00fcs\u00fc, toprak nemi<\/li>\r\n
        • Operasyonel: T\u00fcrbin durumu, ge\u00e7mi\u015f performans, bak\u0131m planlar\u0131<\/li>\r\n
        • Piyasa: EP\u0130A\u015e fiyatlar\u0131, \u015febeke talep sinyalleri<\/li>\r\n <\/ul>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n \r\n
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          <\/h4>\r\n

          \r\n Teknik \u00d6zellikler\r\n <\/h2>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n
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          \r\n <\/i>\r\n 01<\/span>\r\n <\/div>\r\n
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          Ger\u00e7ek Zamanl\u0131 ve \u00d6l\u00e7eklenebilir Performans<\/h4>\r\n

          \r\n API yan\u0131t s\u00fcresi: <100ms
          \nTahmin g\u00fcncelleme: Her 15 dakikada bir
          \nE\u015fzamanl\u0131 santral y\u00f6netimi: 100+
          \nSistem eri\u015filebilirlik: %99.9\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n \r\n

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          \r\n <\/i>\r\n 02<\/span>\r\n <\/div>\r\n
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          Entegrasyonlar<\/h4>\r\n

          \r\n EP\u0130A\u015e otomatik veri \u00e7ekimi
          \nSCADA sistemleri (Modbus, OPC UA, IEC 61850)
          \nRESTful API ile kolay entegrasyon
          \nWebhook deste\u011fi (otomatik bildirimler)\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n \r\n

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          \r\n <\/i>\r\n 03<\/span>\r\n <\/div>\r\n
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          G\u00fcvenlik<\/h4>\r\n

          \r\n Kurumsal d\u00fczey \u015fifreleme
          \n\u00c7ok fakt\u00f6rl\u00fc kimlik do\u011frulama
          \nRole-based eri\u015fim kontrol\u00fc
          \nKVKK ve GDPR uyumlu\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n<\/div>\r\n[vc_column_text][\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column]\r\n

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          Gelecek Yol Haritam\u0131z<\/h2>\r\n

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          S\u00fcrekli Geli\u015fim ve Yenilik<\/h4>\r\n
          • \r\n <\/i> 2025 Q2 - Geli\u015fmi\u015f Dil Modeli Entegrasyonu: Do\u011fal dil ile sorgulama ve otomatik rapor \u00fcretimi i\u00e7in Google Gemini API entegrasyonu.<\/span>\r\n <\/li>
          • \r\n <\/i> 2025 Q3 - \u00c7oklu Enerji Kayna\u011f\u0131: R\u00fczgar ve g\u00fcne\u015f enerjisi tahmin modelleri eklenmesi.<\/span>\r\n <\/li>
          • \r\n <\/i> 2025 Q4 - Otonom Optimizasyon: Peki\u015ftirmeli \u00f6\u011frenme (Reinforcement Learning) ile otomatik karar destek sistemi.<\/span>\r\n <\/li>
          • \r\n <\/i> 2026 - B\u00f6lgesel Geni\u015fleme: Balkanlar ve Orta Asya \u00fclkelerine uyarlama.<\/span>\r\n <\/li><\/ul>\r\n <\/div>\r\n <\/div>\r\n
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            Neden Google Cloud?<\/h4>\r\n

            \r\n Google Cloud'u altyap\u0131 sa\u011flay\u0131c\u0131m\u0131z olarak se\u00e7memizin 5 temel nedeni:\r\n <\/h2>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n
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            \r\n <\/i>\r\n 01<\/span>\r\n <\/div>\r\n
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            Yapay Zeka Liderli\u011fi<\/h4>\r\n

            \r\n Vertex AI, d\u00fcnyan\u0131n en geli\u015fmi\u015f makine \u00f6\u011frenmesi platformlar\u0131ndan biri. Modellerimizi e\u011fitmek i\u00e7in TPU eri\u015fimi ve otomatik optimizasyon ara\u00e7lar\u0131 kritik \u00f6nem ta\u015f\u0131yor.\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n \r\n

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            \r\n <\/i>\r\n 02<\/span>\r\n <\/div>\r\n
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            Veri Analiti\u011fi \u00dcst\u00fcnl\u00fc\u011f\u00fc<\/h4>\r\n

            \r\n BigQuery, petabyte \u00f6l\u00e7e\u011finde veri analizinde rakipsiz performans sunuyor. 10 y\u0131ll\u0131k veride karma\u015f\u0131k sorgular\u0131 2-3 saniyede \u00e7al\u0131\u015ft\u0131rabiliyoruz.\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n \r\n

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            S\u0131n\u0131rs\u0131z \u00d6l\u00e7eklenebilirlik<\/h4>\r\n

            \r\n 10 santralden 1000 santrale ge\u00e7i\u015fte altyap\u0131 yenileme gere\u011fi yok. Otomatik \u00f6l\u00e7eklendirme sayesinde talep artt\u0131k\u00e7a kaynaklar otomatik art\u0131yor.\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n \"Thumb\"\r\n

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            G\u00fcvenlik ve Uyumluluk<\/h4>\r\n

            \r\n ISO 27001, SOC 2, GDPR gibi uluslararas\u0131 sertifikalar. Verilerimiz Avrupa veri merkezlerinde kal\u0131yor.\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n \r\n

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            Maliyet Optimizasyonu<\/h4>\r\n

            \r\n Pay-as-you-go model sayesinde sadece kulland\u0131\u011f\u0131m\u0131z kadar \u00f6d\u00fcyoruz. Google'\u0131n startup deste\u011fi ile ilk y\u0131llarda %90 maliyet tasarrufu sa\u011fl\u0131yoruz.\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n<\/div>\r\n[vc_column_text][\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"

            [vc_row][vc_column][\/vc_column][\/vc_row][vc_row][vc_column][\/vc_column][\/vc_row][vc_row][vc_column][\/vc_column][\/vc_row][vc_row][vc_column][vc_column_text][\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][\/vc_column][\/vc_row][vc_row][vc_column][vc_column_text][\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][\/vc_column][\/vc_row]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/pages.php","meta":{"footnotes":""},"class_list":["post-2816","page","type-page","status-publish","hentry"],"yoast_head":"\nTeknoloji - Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/renewasoft.com.tr\/index.php\/tr\/teknoloji\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Teknoloji - 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