{"id":3134,"date":"2026-02-26T22:33:14","date_gmt":"2026-02-26T22:33:14","guid":{"rendered":"https:\/\/renewasoft.com.tr\/?p=3134"},"modified":"2026-02-28T00:22:41","modified_gmt":"2026-02-28T00:22:41","slug":"enerji-piyasasinda-dijitallesme-veri-odakli-karar-sistemleriyle-hydrowise-daha-az-risk-daha-cok-kontrol","status":"publish","type":"post","link":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/enerji-piyasasinda-dijitallesme-veri-odakli-karar-sistemleriyle-hydrowise-daha-az-risk-daha-cok-kontrol\/","title":{"rendered":"Enerji Piyasas\u0131nda Dijitalle\u015fme: Veri Odakl\u0131 Karar Sistemleriyle (Hydrowise) Daha Az Risk, Daha \u00c7ok Kontrol"},"content":{"rendered":"

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RENEWASOFT | TEKNiK BLOG<\/div>\n
Okuma S\u00fcresi:<\/b> ~16-20 dk \u00a0|\u00a0 Seviye:<\/b> Ba\u015flang\u0131\u00e7\/Orta
\nHedef Kitle:<\/b> HES i\u015fletmecileri, SCADA m\u00fchendisleri, enerji \u015firketi y\u00f6neticileri<\/div>\n<\/div>\n

Enerji Piyasas\u0131nda Dijitalle\u015fme: Veri Odakl\u0131 Karar Sistemleriyle (Hydrowise) Daha Az Risk, Daha \u00c7ok Kontrol<\/h1>\n

Hook + problem tan\u0131m\u0131<\/h2>\n

Enerji piyasas\u0131nda \u201cdo\u011fru karar\u201d \u00e7o\u011fu zaman tek bir rakamdan \u00e7\u0131km\u0131yor: fiyat, \u00fcretim, su\/rezervuar, ar\u0131za riski, piyasa kurallar\u0131 ve zaman ayn\u0131 anda hareket ediyor. Bir ekip PTF\u2019ye bak\u0131yor, bir ekip sahada debiyle u\u011fra\u015f\u0131yor, bir ekip ar\u0131za sinyallerini takip ediyor\u2026 Sonu\u00e7ta herkes \u00e7ok \u00e7al\u0131\u015f\u0131yor ama kararlar yine de \u201cpar\u00e7al\u0131\u201d kalabiliyor.<\/p>\n

\u0130\u015fte dijitalle\u015fme burada devreye giriyor: Ama \u201cher \u015feyi otomatikle\u015ftirelim\u201d gibi soyut bir slogan olarak de\u011fil; veriyi tekle\u015ftirip, anlamland\u0131r\u0131p, karara ba\u011flayan pratik bir sistem olarak. EP\u0130A\u015e\u2019\u0131n \u015feffafl\u0131k yakla\u015f\u0131m\u0131 ve veriye eri\u015fim kanallar\u0131 (platform + web servisler) zaten bu d\u00f6n\u00fc\u015f\u00fcm\u00fcn altyap\u0131s\u0131n\u0131 g\u00fc\u00e7lendiriyor [4][5][6]. Peki bunu HES taraf\u0131nda gelir\/risk\/operasyon dengesine \u00e7eviren \u201ckarar sistemi\u201d nas\u0131l kurulur?<\/p>\n

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TL;DR<\/div>\n
    \n
  • Dijitalle\u015fme = veri toplamak de\u011fil, karar \u00fcretmek: SCADA + piyasa + bak\u0131m verisi tek yerde birle\u015fip aksiyona d\u00f6nmeli.<\/li>\n
  • EP\u0130A\u015e \u015feffafl\u0131k verisi piyasay\u0131 \u201c\u00f6l\u00e7\u00fclebilir\u201d yapar; web servisler sayesinde otomasyon m\u00fcmk\u00fcn olur.<\/li>\n
  • Dashboard\/KPI sadece rapor de\u011fil; \u201csapma nereden b\u00fcy\u00fcyor?\u201d sorusuna saatlik cevap vermeli.<\/li>\n
  • Veri odakl\u0131 karar destek, tahmin hatas\u0131 + operasyon riski + piyasa belirsizli\u011fini birlikte y\u00f6netir (tek metrik de\u011fil, bir \u201ckarar paketi\u201d).<\/li>\n
  • Hydrowise yakla\u015f\u0131m\u0131 ger\u00e7ek zamanl\u0131 SCADA i\u015fleme, tahminleme ve raporlama\/BI katman\u0131yla HES\u2019i \u201ctek merkezden\u201d y\u00f6netilebilir hale getirir.<\/li>\n<\/ul>\n<\/div>\n

    Enerji piyasas\u0131nda \u201cdijitalle\u015fme\u201d ne demek?<\/h2>\n

    Enerji sekt\u00f6r\u00fcnde dijitalle\u015fme genelde \u00fc\u00e7 katmanda anlam kazan\u0131r:<\/p>\n

      \n
    • G\u00f6r\u00fcn\u00fcrl\u00fck (Visibility): Veriyi toplamak, standardize etmek, g\u00fcvenilir hale getirmek<\/li>\n
    • \u00d6ng\u00f6r\u00fc (Forecast\/Insight): Veriden trend\/\u00f6ng\u00f6r\u00fc \u00fcretmek (tahmin, anomali, risk skoru)<\/li>\n
    • Aksiyon (Decision\/Automation): \u00d6ng\u00f6r\u00fcy\u00fc i\u015f kural\u0131na ba\u011flay\u0131p karar ak\u0131\u015f\u0131na d\u00f6n\u00fc\u015ft\u00fcrmek<\/li>\n<\/ul>\n

      IEA\u2019n\u0131n dijitalle\u015fme perspektifi de benzer bi\u00e7imde; dijital teknolojilerin enerji sistemlerini daha ba\u011flant\u0131l\u0131, verimli, g\u00fcvenilir hale getirebilece\u011fini; bununla birlikte siber g\u00fcvenlik\/mahremiyet gibi yeni riskler do\u011furdu\u011funu vurgular [8].<\/p>\n

      SHURA\u2019n\u0131n T\u00fcrkiye oda\u011f\u0131ndaki de\u011ferlendirmesi ise dijital teknolojilerin enerji d\u00f6n\u00fc\u015f\u00fcm\u00fcnde yeni i\u015f modelleri ve uygulama alanlar\u0131 a\u00e7t\u0131\u011f\u0131n\u0131; IoT, yapay zek\u00e2, b\u00fcy\u00fck veri gibi teknolojilerin hem \u015firket i\u00e7i s\u00fcre\u00e7leri hem de de\u011fer yaratma bi\u00e7imlerini d\u00f6n\u00fc\u015ft\u00fcrd\u00fc\u011f\u00fcn\u00fc ele al\u0131r [7].<\/p>\n

      Karar destek sistemi (KDS) nedir?<\/h2>\n

      Karar destek sistemi, \u201ckarar\u0131 insan verir\u201d ger\u00e7e\u011fini kabul eder; ama insan\u0131n \u00f6n\u00fcne do\u011fru zamanda, do\u011fru ba\u011flamda, do\u011fru g\u00f6stergeyi \u00e7\u0131kar\u0131r.<\/p>\n

      Enerji piyasalar\u0131nda karar destek; \u00f6rne\u011fin piyasa davran\u0131\u015flar\u0131n\u0131 izleyip skorlayarak kat\u0131l\u0131mc\u0131lara veriye dayal\u0131 teklif yakla\u015f\u0131m\u0131 kazand\u0131rmay\u0131 hedefleyen \u00e7al\u0131\u015fmalarda da \u00f6ne \u00e7\u0131kar [12]. Buradaki temel fikir: veri \u2192 analiz \u2192 karar hatt\u0131n\u0131 kurumsal hale getirmek.<\/p>\n

      Veri y\u00f6neti\u015fimi (data governance) neden konu\u015fulmal\u0131? \u00c7\u00fcnk\u00fc karar destek, do\u011fru veri gelmezse yanl\u0131\u015f karar \u00fcretir. Sahada en s\u0131k g\u00f6r\u00fclen sorunlar basit: farkl\u0131 sistemlerde ayn\u0131 etiketin farkl\u0131 isimle tutulmas\u0131, zaman damgalar\u0131n\u0131n tutmamas\u0131, baz\u0131 alarmlar\u0131n yanl\u0131\u015f s\u0131n\u0131fland\u0131r\u0131lmas\u0131\u2026 Bu y\u00fczden dijitalle\u015fmenin ilk ad\u0131m\u0131 \u201cveriyi \u00e7ekmek\u201d de\u011fil; veriyi tan\u0131mlamak ve sahipli\u011fini belirlemektir. Hangi veri kimden geliyor, hangi s\u0131kl\u0131kla g\u00fcncelleniyor, hangi formatta tutuluyor, kim do\u011fruluyor? EP\u0130A\u015e taraf\u0131nda yay\u0131mlanan veri setleri ve web servislerle eri\u015fim yakla\u015f\u0131m\u0131, piyasa verisini d\u00fczenli bir zemine oturtuyor; tesis taraf\u0131nda da benzer bir standartla\u015fma kurgulan\u0131nca karar ekranlar\u0131 g\u00fcven kazan\u0131yor. [4][6][15]<\/p>\n

      Neden \u015fimdi daha kritik?<\/h2>\n
        \n
      • Veri b\u00fcy\u00fcd\u00fc: SCADA dakikal\u0131k\/saniyelik; piyasa saatlik; bak\u0131m olay bazl\u0131\u2026<\/li>\n
      • Belirsizlik artt\u0131: Hava\/hidroloji, talep, iletim k\u0131s\u0131tlar\u0131, fiyat dalgalanmas\u0131<\/li>\n
      • Reg\u00fclasyon ve \u015feffafl\u0131k g\u00fc\u00e7lendi: EP\u0130A\u015e \u015eeffafl\u0131k Platformu, veri setlerinin yay\u0131nlanmas\u0131 i\u00e7in mevzuat dayana\u011f\u0131yla \u00e7al\u0131\u015f\u0131r [4].<\/li>\n
      • Rekabet Kurumu uzmanl\u0131k tezleri gibi \u00e7al\u0131\u015fmalarda da elektrik toptan sat\u0131\u015f piyasas\u0131nda \u015feffafl\u0131k \u00e7er\u00e7evesinin detayl\u0131 incelenmesi, veri payla\u015f\u0131m\u0131n\u0131n piyasa performans\u0131 \u00fczerindeki etkileri ve \u201ckritik veri\u201d tart\u0131\u015fmalar\u0131 \u00f6ne \u00e7\u0131kar [9]. Bu da dijitalle\u015fmenin sadece teknoloji de\u011fil, ayn\u0131 zamanda piyasa tasar\u0131m\u0131yla i\u00e7 i\u00e7e oldu\u011funu g\u00f6sterir.<\/li>\n<\/ul>\n

        Nas\u0131l \u00e7al\u0131\u015f\u0131r?<\/h2>\n

        Dijital karar sistemi kurman\u0131n en pratik yolu: \u201ctek seferde dev proje\u201d de\u011fil, a\u015famal\u0131 bir ak\u0131\u015f.<\/p>\n

        \u0130nfografik<\/p>\n

        \u015eekil-1<\/b><\/p>\n

        \"\u015eekil-1
        \u015eekil-1 Enerji piyasas\u0131nda dijitalle\u015fmenin karar ak\u0131\u015f\u0131; SCADA, piyasa ve i\u015fletme verisinin tek havuzda birle\u015fip KPI dashboard \u00fczerinden uyar\u0131\/\u00f6neriye d\u00f6n\u00fc\u015fmesi ve sapma\u2013risk y\u00f6netimine etkisi.<\/figcaption><\/figure>\n

        A\u015fama 1 Veri toplama ve birle\u015ftirme<\/h3>\n
          \n
        • SCADA\/OT verileri: \u00fcretim (kW\/MW), debi, kapak, rezervuar seviyesi, titre\u015fim\/s\u0131cakl\u0131k vb.<\/li>\n
        • Piyasa verileri: PTF\/SMF, hacimler, duyurular, \u015feffafl\u0131k veri setleri<\/li>\n
        • \u0130\u015fletme verileri: bak\u0131m kay\u0131tlar\u0131, duru\u015flar, ekipman sa\u011fl\u0131\u011f\u0131, vardiya notlar\u0131<\/li>\n<\/ul>\n

          EP\u0130A\u015e taraf\u0131nda veri eri\u015fimi sadece ekrandan indirilen Excel de\u011fil; web servislerle otomatikle\u015ftirilebilir. \u00dcstelik yeni servis ge\u00e7i\u015fleri ve g\u00fcvenlik g\u00fcncellemeleri (\u00f6r. TGT alma y\u00f6ntemindeki de\u011fi\u015fiklik gibi) entegrasyonlar\u0131n \u201cya\u015fayan\u201d sistem oldu\u011funu hat\u0131rlat\u0131r [5][6].<\/p>\n

          \n
          Teknik Not: EP\u0130A\u015e verisini \u201cotomatik\u201d \u00e7ekmek neden \u00f6nemli?<\/div>\n
          Platformdan manuel indirmek, yo\u011fun g\u00fcnlerde \u201cen kritik saatte\u201d gecikmeye yol a\u00e7ar. Web servis dok\u00fcmanlar\u0131; JSON d\u00f6n\u00fc\u015f tipleri, tarih formatlar\u0131 ve u\u00e7 noktalar\u0131n yap\u0131s\u0131n\u0131 tarif eder bu da karar destek i\u00e7in d\u00fczenli veri ak\u0131\u015f\u0131 kurman\u0131n temelidir [6][10].<\/div>\n<\/div>\n

          A\u015fama 2 Kalite kontrol ve anlamland\u0131rma<\/h3>\n

          Veri birle\u015ftirildikten sonra iki soru sorulur:<\/p>\n

            \n
          • Bu veri do\u011fru mu? (eksik, u\u00e7 de\u011fer, sens\u00f6r sapmas\u0131)<\/li>\n
          • Bu veri ne anlat\u0131yor? (trend, anomali, performans d\u00fc\u015f\u00fc\u015f\u00fc)<\/li>\n<\/ul>\n

            Yaln\u0131zca raporlamak yetmez. SCADA\u2019n\u0131n \u201cak\u0131ll\u0131\u201d hale gelmesi; ayk\u0131r\u0131 de\u011fer tespiti, i\u015fletme rejimi s\u0131n\u0131flama ve daha iyi y\u00fckleme stratejileri gibi data-mining tabanl\u0131 mod\u00fcllerle g\u00fc\u00e7lenir [11].<\/p>\n

            A\u015fama 3 KPI ve karar kurallar\u0131<\/h3>\n

            Dijitalle\u015fmenin k\u0131r\u0131lma noktas\u0131 buras\u0131d\u0131r: KPI\u2019lar \u201cizleme\u201d ama\u00e7l\u0131 de\u011fil, karar ama\u00e7l\u0131 se\u00e7ilir.<\/p>\n

            \u00d6rnek karar kural\u0131:<\/p>\n

            \u201cPlanlanan \u00fcretim ile ger\u00e7ekle\u015fen \u00fcretim fark\u0131 X band\u0131n\u0131 a\u015farsa \u2192 G\u0130P d\u00fczeltme \u00f6nerisi \u00fcret.\u201d (Kurala giden veri: SCADA + plan + piyasa zaman\u0131)<\/p><\/blockquote>\n

            A\u015fama 4 Tek ekranda sunum (Dashboard)<\/h3>\n

            Renewasoft\u2019un raporlama & i\u015f zek\u00e2s\u0131 yakla\u015f\u0131m\u0131, SCADA\/IoT verisini anlaml\u0131 bilgiye \u00e7evirerek y\u00f6neticilere ger\u00e7ek zamanl\u0131 analiz ve trend takibi sa\u011flama hedefini vurgular [2]. Burada ama\u00e7 \u201cg\u00fczel grafik\u201d de\u011fil, tek bak\u0131\u015fta karar.<\/p>\n

            HES \/ enerji tesisi taraf\u0131nda etkisi<\/h2>\n

            HES i\u015fletmecisi i\u00e7in dijitalle\u015fme, g\u00fcnl\u00fck hayatta \u015fu 5 probleme dokunur:<\/p>\n

            1) Sapma toplant\u0131lar\u0131 neden bitmiyor?<\/h3>\n

            \u00c7\u00fcnk\u00fc veri farkl\u0131 yerlerde: ticaret ekibi fiyat\u0131, i\u015fletme ekibi debiyi, bak\u0131m ekibi riski ayr\u0131 g\u00f6r\u00fcyor. Tek ekranda birle\u015fmeyince karar \u201cge\u00e7 kal\u0131yor\u201d.<\/p>\n

            2) Tahmin hatas\u0131 neden pahal\u0131?<\/h3>\n

            G\u00fcn \u00f6ncesi plan\u0131 kurars\u0131n\u0131z; sahada debi\/verim de\u011fi\u015fir; ger\u00e7ekle\u015fen plan\u0131n d\u0131\u015f\u0131na kayar. Aradaki fark, do\u011frudan maliyet\/gelir kalemine d\u00f6n\u00fc\u015f\u00fcr. Bu y\u00fczden piyasa fiyat tahmininde derin \u00f6\u011frenme gibi y\u00f6ntemlerin kullan\u0131lmas\u0131 akademide de yo\u011fun \u00e7al\u0131\u015f\u0131l\u0131r (\u00f6r. T\u00fcrkiye G\u00d6P\u2019te saatlik PTF tahmini) [10].<\/p>\n

            3) Operasyon riski \u201cticaret diline\u201d \u00e7evrilemiyor<\/h3>\n

            T\u00fcrbinde titre\u015fim artar ama bu bilgi teklif karar\u0131na \u201cskor\u201d olarak yans\u0131maz. Ak\u0131ll\u0131 SCADA ve bilgi ke\u015ffi mod\u00fclleri, operat\u00f6r\u00fcn daha uzun ufukta kar\u015f\u0131la\u015ft\u0131rmal\u0131 KPI g\u00f6rmesini ve i\u015fletme rejimlerini ay\u0131rt etmesini m\u00fcmk\u00fcn k\u0131lar [11].<\/p>\n

            \n
            Mini vaka: Dijital ikiz ile ar\u0131za sinyalini erkenden yakalamak.<\/div>\n
            Baz\u0131 i\u015fletmeler, sahadaki sens\u00f6r verisini sadece alarm seviyesinde izlemek yerine; ekipman\u0131n davran\u0131\u015f\u0131n\u0131 modelleyip \u201cnormal\u201dden sapmay\u0131 daha erken tespit etmeye \u00e7al\u0131\u015f\u0131yor. Hidroelektrik santrallerde dijital ikiz yakla\u015f\u0131m\u0131n\u0131n; sens\u00f6r ar\u0131zas\u0131\/bozulmas\u0131 gibi durumlar\u0131 sim\u00fcle ederek ar\u0131za \u00f6ncesi uyar\u0131 kapasitesini art\u0131rabildi\u011fi g\u00f6steriliyor. Bu t\u00fcr bir yakla\u015f\u0131m, bak\u0131m ekibinin bulgular\u0131n\u0131 ticaret ekibinin \u201crisk skoru\u201d gibi sade bir g\u00f6stergeyle okuyabilmesini kolayla\u015ft\u0131r\u0131yor. [13][14]<\/div>\n<\/div>\n

            4) Veri var ama g\u00fcven yok<\/h3>\n

            Sens\u00f6r hatas\u0131, eksik kay\u0131t, gecikme\u2026 Bu y\u00fczden dijitalle\u015fme sadece \u201ctoplama\u201d de\u011fil, \u201cveri kalitesi + izlenebilirlik\u201d i\u015fidir.<\/p>\n

            5) \u00c7oklu tesis \/ portf\u00f6y b\u00fcy\u00fcd\u00fck\u00e7e manuel y\u00f6netim \u00e7\u00f6ker<\/h3>\n

            Tek tesis bir \u015fekilde y\u00f6netilir; ama iki-\u00fc\u00e7 tesisle birlikte farkl\u0131 havza ko\u015fullar\u0131, farkl\u0131 bak\u0131m d\u00f6ng\u00fcleri, farkl\u0131 fiyat riskleri derken karar par\u00e7alan\u0131r. Dijital karar sistemi bu y\u00fczden \u00f6l\u00e7ek i\u00e7in kritik.<\/p>\n

            \u00d6rnek senaryo \/ mini hesap \/ ak\u0131\u015f<\/h2>\n

            A\u015fa\u011f\u0131daki \u00f6rnek, finansal dan\u0131\u015fmanl\u0131k de\u011fil; mant\u0131\u011f\u0131 somutla\u015ft\u0131rmak i\u00e7in basit bir senaryodur.<\/p>\n

            Senaryo: \u201cSapma k\u00fc\u00e7\u00fcltme\u201d ile g\u00f6r\u00fcnmez geliri g\u00f6r\u00fcn\u00fcr yapmak<\/h3>\n

            Bir HES\u2019in g\u00fcn i\u00e7inde saatlik plan\u0131 var.<\/p>\n

            Baz\u0131 saatlerde \u00fcretim, debi\/verim nedeniyle plan\u0131n alt\u0131nda kal\u0131yor.<\/p>\n

            Sonu\u00e7: sapma maliyeti y\u00fckseliyor ve ekip reaktif \u00e7al\u0131\u015f\u0131yor.<\/p>\n

            Mini KPI seti:<\/h4>\n
              \n
            • Saatlik Planlanan \u00dcretim (MWh)<\/li>\n
            • Saatlik Ger\u00e7ekle\u015fen \u00dcretim (MWh)<\/li>\n
            • Saatlik Sapma (MWh) = Ger\u00e7ekle\u015fen \u2212 Plan<\/li>\n
            • Saatlik Risk Skoru (bak\u0131m\/ar\u0131za sinyali)<\/li>\n
            • Saatlik Piyasa Fiyat\u0131 \/ Referans (PTF\/SMF vb.)<\/li>\n<\/ul>\n

              Diyelim ki ay boyunca:<\/p>\n

                \n
              • Toplam 200 saat \u201ckritik\u201d saat var (fiyat\u0131n y\u00fcksek oldu\u011fu saatler)<\/li>\n
              • Bu saatlerde ortalama sapma: -1,5 MWh\/saat<\/li>\n
              • \u201cDijital uyar\u0131 + erken d\u00fczeltme\u201d ile sapman\u0131n \u00fc\u00e7te biri azalt\u0131l\u0131yor: 0,5 MWh\/saat iyile\u015fme<\/li>\n
              • Referans fiyat\u0131 basitle\u015ftirip 2.000 TL\/MWh gibi d\u00fc\u015f\u00fcnelim.<\/li>\n<\/ul>\n

                Yakla\u015f\u0131k etki (tamamen \u00f6rnek):
                \n0,5 MWh\/saat \u00d7 200 saat \u00d7 2.000 TL\/MWh = 200.000 TL (ayl\u0131k) \u201csapma etkisi\u201d iyile\u015fmesi.<\/p>\n

                Buradaki ana ders: Dijitalle\u015fme bazen \u201cb\u00fcy\u00fck devrim\u201d de\u011fil; kritik saatlerde k\u00fc\u00e7\u00fck fark \u00fcretir. Ama o k\u00fc\u00e7\u00fck fark, gelir tablosunda ger\u00e7ek bir \u00e7izgiye d\u00f6n\u00fc\u015f\u00fcr.<\/p>\n

                Ak\u0131\u015f: Karar sisteminin \u201cen minimal\u201d hali (MVP)<\/h4>\n
                  \n
                1. EP\u0130A\u015e verisi otomatik \u00e7ekilir (web servis) [5][6]<\/li>\n
                2. SCADA \u00fcretim verisi ger\u00e7ek zamanl\u0131 akar [1][3]<\/li>\n
                3. Dashboard: \u201cPlan\u2013Ger\u00e7ekle\u015fen\u2013Sapma\u201d anl\u0131k g\u00f6r\u00fcn\u00fcr [2]<\/li>\n
                4. Sapma e\u015fi\u011fi a\u015f\u0131l\u0131rsa \u201cd\u00fczeltme \/ aksiyon\u201d \u00f6nerisi \u00fcretilir<\/li>\n
                5. G\u00fcn sonu raporu: sapman\u0131n nedeni \u201cdebi mi, verim mi, ar\u0131za m\u0131, veri kalitesi mi?\u201d s\u0131n\u0131flan\u0131r [11]<\/li>\n<\/ol>\n

                  \u015eekil \u2013 2<\/b><\/p>\n

                  \"\u015eekil-1
                  \u015eekil-1 SCADA\/OT, EP\u0130A\u015e ve i\u015fletme verilerinin tek bir veri havuzunda birle\u015ftirilerek KPI motoru \u00fczerinden dashboard\u2019a aktar\u0131lmas\u0131; sapma e\u015fi\u011fi a\u015f\u0131ld\u0131\u011f\u0131nda aksiyon \u00f6nerisi \u00fcretilmesi ve g\u00fcn sonunda neden analizine d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi ak\u0131\u015f\u0131.<\/figcaption><\/figure>\n
                  \n
                  Risk Kutusu: \u201cDashboard yapt\u0131k, bitti\u201d yan\u0131lg\u0131s\u0131<\/div>\n
                    \n
                  • KPI\u2019lar sadece g\u00f6r\u00fcnt\u00fclenirse ekip yine manuel karar verir ve gecikir.<\/li>\n
                  • KPI\u2019lar karara ba\u011flan\u0131rsa (e\u015fik\/uyar\u0131\/\u00f6neri), dijitalle\u015fme ger\u00e7ek de\u011fer \u00fcretir.<\/li>\n
                  • Web servis g\u00fcvenlik\/entegrasyon de\u011fi\u015fiklikleri gibi konular da operasyonun par\u00e7as\u0131d\u0131r; sistemin bak\u0131m\u0131n\u0131 planlamak gerekir [6].<\/li>\n<\/ul>\n<\/div>\n

                    Hydrowise \/ Renewasoft yakla\u015f\u0131m\u0131<\/h2>\n

                    Buraya kadar anlatt\u0131klar\u0131m\u0131z\u0131n \u201c\u00fcr\u00fcnle\u015fmi\u015f\u201d kar\u015f\u0131l\u0131\u011f\u0131, Hydrowise yakla\u015f\u0131m\u0131nda \u00fc\u00e7 ana blokta toplan\u0131r:<\/p>\n

                    1) Tek panel (Merkezi g\u00f6r\u00fcn\u00fcrl\u00fck)<\/h3>\n

                    Renewasoft, Hydrowise\u2019\u0131 hidroelektrik santrallerin \u00fcretim\/operasyon\/pazarlama s\u00fcre\u00e7lerini tek panelde toplayan bir platform olarak konumland\u0131r\u0131r [1]. Bu, farkl\u0131 ekiplerin ayn\u0131 \u201chakikat kayna\u011f\u0131\u201dna bakmas\u0131 demektir.<\/p>\n

                    2) Yapay zek\u00e2 + tahminleme (\u00d6ng\u00f6r\u00fc katman\u0131)<\/h3>\n

                    Renewasoft teknoloji sayfas\u0131nda; meteorolojik\/hidrolojik\/SCADA verisiyle beslenen modellerle g\u00fcn \u00f6ncesi ve g\u00fcn i\u00e7i planlamaya d\u00f6n\u00fck tahminleme yakla\u015f\u0131m\u0131n\u0131 ve bulut \u00f6l\u00e7eklenebilirli\u011fini vurgular [3]. Bu katman, \u201ctek say\u0131\u201d tahmini de\u011fil; karar i\u00e7in yeterli ba\u011flam\u0131 \u00fcretmeyi hedefler (senaryo, g\u00fcven aral\u0131\u011f\u0131, risk).<\/p>\n

                    3) Raporlama & i\u015f zek\u00e2s\u0131 (Karar katman\u0131)<\/h3>\n

                    Raporlama & BI yakla\u015f\u0131m\u0131; SCADA ve IoT verisini anlaml\u0131 bilgiye d\u00f6n\u00fc\u015ft\u00fcrerek ger\u00e7ek zamanl\u0131 analiz ve trend takibi ile karar s\u00fcre\u00e7lerini g\u00fc\u00e7lendirmeyi hedefler [2]. Buradaki kritik nokta: dashboard\u2019un sadece rapor de\u011fil, karar\u0131n \u201c\u00e7al\u0131\u015fma ekran\u0131\u201d olmas\u0131.<\/p>\n

                    \u00d6rnek Dashboard\/KPI \u00f6nerisi (demo i\u00e7in ideal set)<\/h3>\n
                      \n
                    • Piyasa KPI\u2019lar\u0131: Saatlik PTF\/SMF trendi, kritik saatler, volatilite g\u00f6stergesi<\/li>\n
                    • \u00dcretim KPI\u2019lar\u0131: Planlanan vs ger\u00e7ekle\u015fen, tahmin hatas\u0131, kullan\u0131labilirlik (availability)<\/li>\n
                    • Su\/rezervuar KPI\u2019lar\u0131: Rezervuar seviyesi, debi trendi, su de\u011feri g\u00f6stergesi (siteye g\u00f6re)<\/li>\n
                    • Bak\u0131m\/sa\u011fl\u0131k KPI\u2019lar\u0131: Risk skoru, alarm say\u0131s\u0131, titre\u015fim\/s\u0131cakl\u0131k trendleri<\/li>\n
                    • Karar KPI\u2019lar\u0131: Sapma band\u0131, aksiyon \u00f6nerisi (uyar\u0131\/\u00f6ncelik), \u201cbug\u00fcn en kritik 5 saat\u201d listesi<\/li>\n<\/ul>\n

                      Demo CTA (pratik teklif)<\/h2>\n

                      E\u011fer isterseniz demo, \u201cgenel sunum\u201d \u015feklinde de\u011fil; sizin sahaya yak\u0131n bir senaryonuz \u00fczerinden kurgulanabilir:<\/p>\n

                        \n
                      • 1 haftal\u0131k \u00f6rnek veri (SCADA + EP\u0130A\u015e verisi)<\/li>\n
                      • 10 KPI\u2019l\u0131k minimal dashboard<\/li>\n
                      • Sapma band\u0131 + kritik saatler ekran\u0131<\/li>\n
                      • 1 sayfa \u201cg\u00fcn sonu karar raporu\u201d<\/li>\n<\/ul>\n
                        \n\n\n\n\n\n\n\n\n
                        Saat<\/th>\nPTF Trend<\/th>\nPlan (MWh)<\/th>\nGer\u00e7. (MWh)<\/th>\nSapma<\/th>\nRisk<\/th>\n<\/tr>\n<\/thead>\n
                        18:00<\/td>\n\u2191\u2191<\/td>\n12.0<\/td>\n11.2<\/td>\n-0.8<\/td>\nOrta<\/td>\n<\/tr>\n
                        19:00<\/td>\n\u2191\u2191\u2191<\/td>\n12.0<\/td>\n10.9<\/td>\n-1.1<\/td>\nY\u00fcksek<\/td>\n<\/tr>\n
                        20:00<\/td>\n\u2191\u2191\u2191<\/td>\n11.5<\/td>\n11.3<\/td>\n-0.2<\/td>\nOrta<\/td>\n<\/tr>\n
                        21:00<\/td>\n\u2191\u2191<\/td>\n11.0<\/td>\n10.4<\/td>\n-0.6<\/td>\nD\u00fc\u015f\u00fck<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

                        Tablo-1<\/b><\/p>\n

                        Tablo-1 Kritik saatlerde PTF trendi, planlanan\u2013ger\u00e7ekle\u015fen \u00fcretim, sapma ve risk seviyesinin birlikte izlenmesini sa\u011flayan \u00f6rnek panel; sapma b\u00fcy\u00fcd\u00fc\u011f\u00fcnde aksiyon \u00f6nerisini tetiklemek i\u00e7in kullan\u0131l\u0131r.<\/p>\n

                        Mimariyi sadele\u015ftirirsek: Kaynaklar (SCADA\/OT, piyasa, bak\u0131m) \u2192 entegrasyon (otomatik \u00e7ekim, zaman senkronu) \u2192 i\u015fleme (KPI, tahmin, risk skoru) \u2192 sunum (dashboard, rapor, uyar\u0131). Bu katmanlar\u0131n ayr\u0131lmas\u0131, sistemi hem \u00f6l\u00e7eklenebilir hem de y\u00f6netilebilir yapar. EP\u0130A\u015e taraf\u0131ndaki web servis eri\u015fimi de bu zincirin piyasa baca\u011f\u0131n\u0131 otomatikle\u015ftirmeye yarar; tesis taraf\u0131nda ise SCADA ak\u0131\u015f\u0131n\u0131n temizlenmesi ve standart KPI \u00fcretimi ayn\u0131 mant\u0131\u011fa oturur. [6][2]<\/p>\n

                        S\u0131k sorulan sorular<\/h2>\n
                        \n
                        1) Enerji piyasas\u0131nda dijitalle\u015fme, sadece yaz\u0131l\u0131m sat\u0131n almak m\u0131?<\/div>\n
                        Hay\u0131r. As\u0131l de\u011fer; veriyi toplay\u0131p, kalite kontrol edip, KPI\u2019a \u00e7evirip, karara ba\u011flamakta. Yaz\u0131l\u0131m bunun arac\u0131d\u0131r. [8][2]<\/div>\n<\/div>\n
                        \n
                        2) EP\u0130A\u015e verilerine eri\u015fim \u00fccretli mi?<\/div>\n
                        EP\u0130A\u015e SSS i\u00e7eriklerinde; \u015eeffafl\u0131k Platformu\u2019nda \u00fccretsiz eri\u015fim ve web servis hizmetleri gibi ifadeler yer al\u0131r (detaylar ilgili sayfalarda belirtilir). [5]<\/div>\n<\/div>\n
                        \n
                        3) Web servislerle veri \u00e7ekmek neden \u00f6nemli?<\/div>\n
                        \u00c7\u00fcnk\u00fc otomasyon sa\u011flar. Ayr\u0131ca web servislerin yeni s\u00fcr\u00fcmlerine ge\u00e7i\u015f ve g\u00fcvenlik g\u00fcncellemeleri zaman i\u00e7inde de\u011fi\u015febilir; sistemin bu de\u011fi\u015fikliklere dayan\u0131kl\u0131 olmas\u0131 gerekir. [5][6]<\/div>\n<\/div>\n
                        \n
                        4) \u201cDashboard yapt\u0131k\u201d demek dijitalle\u015ftik demek mi?<\/div>\n
                        De\u011fil. Dashboard karar \u00fcretmiyorsa, sadece rapordur. Dijitalle\u015fme, KPI\u2019\u0131n aksiyona d\u00f6n\u00fc\u015fmesidir. [2]<\/div>\n<\/div>\n
                        \n
                        5) Yapay zek\u00e2 \u015fart m\u0131?<\/div>\n
                        \u015eart de\u011fil; ama belirsizlik y\u00fcksekse (hava\/hidroloji\/fiyat), tahminleme ve anomali tespiti ciddi fark yarat\u0131r. T\u00fcrkiye G\u00d6P fiyat tahmini gibi \u00e7al\u0131\u015fmalar bunun neden de\u011ferli oldu\u011funu g\u00f6sterir. [10]<\/div>\n<\/div>\n
                        \n
                        6) Karar destek sistemleri sadece ticaret ekipleri i\u00e7in mi?<\/div>\n
                        Hay\u0131r. Piyasa davran\u0131\u015f\u0131 tespiti\/izleme gibi \u00f6rnekler de g\u00f6steriyor ki, karar destek veriyle y\u00f6netimi g\u00fc\u00e7lendirir; farkl\u0131 ekipler i\u00e7in farkl\u0131 karar katmanlar\u0131 kurulabilir. [12]<\/div>\n<\/div>\n
                        \n
                        7) Dijitalle\u015fmenin en b\u00fcy\u00fck riski nedir?<\/div>\n
                        \u201cVeri var ama g\u00fcven yok\u201d riski. Veri kalitesi, entegrasyon s\u00fcrd\u00fcr\u00fclebilirli\u011fi ve g\u00fcvenlik konular\u0131 i\u015fin omurgas\u0131d\u0131r. [8][6]<\/div>\n<\/div>\n
                        \n
                        8) Nereden ba\u015flamal\u0131y\u0131m?<\/div>\n
                        En iyi ba\u015flang\u0131\u00e7: 10 KPI\u2019l\u0131k bir MVP ve kritik saatler oda\u011f\u0131. \u00d6nce g\u00f6r\u00fcn\u00fcrl\u00fck, sonra \u00f6ng\u00f6r\u00fc, sonra aksiyon. [2][1]<\/div>\n<\/div>\n

                        Sonu\u00e7 + CTA<\/h2>\n

                        Enerji piyasas\u0131nda dijitalle\u015fme; \u201cdaha fazla veri\u201d de\u011fil, daha az s\u00fcrpriz demektir. HES taraf\u0131nda bu s\u00fcrprizler genelde kritik saatlerde \u00e7\u0131kar: debi de\u011fi\u015fir, verim d\u00fc\u015fer, risk sinyali y\u00fckselir, piyasa ko\u015fulu oynar\u2026 Par\u00e7al\u0131 ekranlarla bu anlar\u0131 ka\u00e7\u0131rmak kolayd\u0131r.<\/p>\n

                        Veri odakl\u0131 karar sistemleri; EP\u0130A\u015e \u015feffafl\u0131k verisini [4][5][6], tesisin ger\u00e7ek zamanl\u0131 SCADA d\u00fcnyas\u0131yla birle\u015ftirip [1][3], raporlama\/BI katman\u0131nda karar ekran\u0131na d\u00f6n\u00fc\u015ft\u00fcr\u00fcr [2]. B\u00f6ylece ekipler \u201creaktif\u201d de\u011fil, daha proaktif hareket eder.<\/p>\n

                        Demo \u00e7a\u011fr\u0131s\u0131:
                        \nE\u011fer siz de \u201csapma neden b\u00fcy\u00fcd\u00fc?\u201d toplant\u0131lar\u0131n\u0131 azaltmak, kritik saatleri tek ekranda g\u00f6rmek ve karar ak\u0131\u015f\u0131n\u0131z\u0131 standardize etmek istiyorsan\u0131z, Hydrowise yakla\u015f\u0131m\u0131n\u0131 kendi tesis verinize yak\u0131n bir demo senaryosuyla birlikte kurabiliriz.<\/p>\n<\/div>\n

                        [\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"

                        [vc_row][vc_column][vc_column_text css=””] RENEWASOFT | TEKNiK BLOG Okuma S\u00fcresi: ~16-20 dk \u00a0|\u00a0 Seviye: Ba\u015flang\u0131\u00e7\/Orta Hedef Kitle: HES i\u015fletmecileri, SCADA m\u00fchendisleri, enerji \u015firketi y\u00f6neticileri Enerji Piyasas\u0131nda Dijitalle\u015fme: Veri Odakl\u0131 Karar Sistemleriyle (Hydrowise) Daha Az Risk, Daha \u00c7ok Kontrol Hook + problem tan\u0131m\u0131 Enerji piyasas\u0131nda \u201cdo\u011fru karar\u201d \u00e7o\u011fu zaman tek bir rakamdan \u00e7\u0131km\u0131yor: fiyat, \u00fcretim, su\/rezervuar, ar\u0131za riski, […]<\/p>\n","protected":false},"author":4,"featured_media":3271,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1857],"tags":[727,737,717,567,713,723,731,729,721,735,531,733,725,719,715],"class_list":["post-3134","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enerji-piyasasi-epias-karar-destek","tag-dashboard-ve-kpi","tag-dijital-enerji-platformu","tag-enerji-karar-destek-sistemi","tag-enerji-piyasasi-analitigi","tag-enerji-piyasasinda-dijitallesme","tag-enerji-risk-yonetimi","tag-enerji-ticaret-optimizasyonu","tag-epias-veri-kullanimi","tag-hes-dijital-donusum","tag-hidroelektrik-santral-yonetimi","tag-hydrowise-tr","tag-operasyonel-veri-analizi","tag-sapma-analizi","tag-scada-entegrasyonu","tag-veri-odakli-karar-sistemleri"],"yoast_head":"\nEnerji Piyasas\u0131nda Dijitalle\u015fme: Veri Odakl\u0131 Karar Sistemleriyle (Hydrowise) Daha Az Risk, Daha \u00c7ok Kontrol - 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\/2026\/02\/26\/enerji-piyasasinda-dijitallesme-veri-odakli-karar-sistemleriyle-hydrowise-daha-az-risk-daha-cok-kontrol\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Enerji Piyasas\u0131nda Dijitalle\u015fme: Veri Odakl\u0131 Karar Sistemleriyle (Hydrowise) Daha Az Risk, Daha \u00c7ok Kontrol - Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e\" \/>\n<meta property=\"og:description\" content=\"[vc_row][vc_column][vc_column_text css=””] RENEWASOFT | TEKNiK BLOG Okuma S\u00fcresi: ~16-20 dk \u00a0|\u00a0 Seviye: Ba\u015flang\u0131\u00e7\/Orta Hedef Kitle: HES i\u015fletmecileri, SCADA m\u00fchendisleri, enerji \u015firketi y\u00f6neticileri Enerji Piyasas\u0131nda Dijitalle\u015fme: Veri Odakl\u0131 Karar Sistemleriyle (Hydrowise) Daha Az Risk, Daha \u00c7ok Kontrol Hook + problem tan\u0131m\u0131 Enerji piyasas\u0131nda \u201cdo\u011fru karar\u201d \u00e7o\u011fu zaman tek bir rakamdan \u00e7\u0131km\u0131yor: fiyat, \u00fcretim, su\/rezervuar, ar\u0131za riski, […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/enerji-piyasasinda-dijitallesme-veri-odakli-karar-sistemleriyle-hydrowise-daha-az-risk-daha-cok-kontrol\/\" \/>\n<meta property=\"og:site_name\" content=\"Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-26T22:33:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-28T00:22:41+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Resim-10.png\" \/>\n\t<meta property=\"og:image:width\" 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