{"id":3046,"date":"2026-02-26T22:31:09","date_gmt":"2026-02-26T22:31:09","guid":{"rendered":"https:\/\/renewasoft.com.tr\/?p=3046"},"modified":"2026-02-28T00:43:51","modified_gmt":"2026-02-28T00:43:51","slug":"operator-ai-birlikte","status":"publish","type":"post","link":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/","title":{"rendered":"Operat\u00f6r + AI Birlikte"},"content":{"rendered":"<h1><strong>\u201c\u0130nsan Onay\u0131\u201d ile HES \u00dcretim Tahmin Kalitesini Art\u0131rma (Human-in-the-Loop)<\/strong><\/h1>\n<p><strong>Stratejik D\u00f6n\u00fc\u015f\u00fcm: HES \u00dcretim Tahmininde AI\u2019dan Kontroll\u00fc Otonomiye<\/strong><\/p>\n<p>HES \u00fcretim tahmini art\u0131k yaln\u0131zca \u201cAI do\u011fru tahmini versin\u201d problemi de\u011fildir. Kurumsal \u00f6l\u00e7ekte as\u0131l soru \u015fudur: Model hangi ko\u015fullarda g\u00fcvenilir kabul edilir? Hangi sinyaller m\u00fcdahale gerektirir? Nihai karar\u0131n sorumlulu\u011fu kimdedir?<\/p>\n<p>Hidroelektrik \u00fcretim; meteorolojik belirsizlik, havza hidrodinamikleri, rezervuar seviyesi, t\u00fcrbin performans e\u011frileri ve piyasa fiyat sinyalleri gibi \u00e7ok katmanl\u0131 de\u011fi\u015fkenlerin birle\u015fiminden olu\u015fur. Bu kadar dinamik ve lineer olmayan bir sistemde, tek ba\u015f\u0131na do\u011fruluk metri\u011fi yeterli de\u011fildir. Karar\u0131n g\u00fcvenilirli\u011fi, izlenebilirli\u011fi ve gerekti\u011finde m\u00fcdahale edilebilir olmas\u0131 en az do\u011fruluk kadar kritiktir.<\/p>\n<p>Yapay zek\u00e2 sistemleri ge\u00e7mi\u015f veriye dayanarak y\u00fcksek performans sa\u011flayabilir. Ancak hidrolojik sistemler deterministik de\u011fildir. \u00d6zellikle ekstrem hava olaylar\u0131, ani s\u0131cakl\u0131k ge\u00e7i\u015fleri, rain-on-snow senaryolar\u0131 veya veri kalitesindeki bozulmalar modelin e\u011fitim da\u011f\u0131l\u0131m\u0131n\u0131n d\u0131\u015f\u0131na \u00e7\u0131kmas\u0131na neden olabilir. Bu noktada model belirsizli\u011fi artar. E\u011fer sistem tamamen otomatik \u00e7al\u0131\u015f\u0131yorsa, bu belirsizlik do\u011frudan \u00fcretim plan\u0131na ve dolayl\u0131 olarak finansal sonu\u00e7lara yans\u0131yabilir.<\/p>\n<p>Kritik altyap\u0131larda tam otomasyon yaln\u0131zca teknik bir risk de\u011fildir; ayn\u0131 zamanda y\u00f6neti\u015fim riskidir. EU AI Act, y\u00fcksek riskli sistemlerde insan g\u00f6zetimini a\u00e7\u0131k\u00e7a tan\u0131mlar [1]. NIST AI Risk Management Framework, AI kararlar\u0131n\u0131n \u00f6l\u00e7\u00fclebilir, izlenebilir ve sorumluluk zinciri i\u00e7inde y\u00f6netilmesini \u00f6nerir [2].<\/p>\n<p>Enerji sekt\u00f6r\u00fcnde s\u00fcrd\u00fcr\u00fclebilir yakla\u015f\u0131m nettir: <strong>AI \u00f6nerir, insan onaylar.<\/strong><\/p>\n<p>Human-in-the-Loop (HITL) modeli, AI tahminini karar destek \u00e7\u0131kt\u0131s\u0131na d\u00f6n\u00fc\u015ft\u00fcr\u00fcr ve nihai onay\u0131 insan uzmanl\u0131\u011f\u0131na b\u0131rak\u0131r. Bu yakla\u015f\u0131m tahmin sistemini yaln\u0131zca daha do\u011fru de\u011fil; daha g\u00fcvenilir, daha denetlenebilir ve daha kurumsal hale getirir.<\/p>\n<ul>\n<li>AI tahminleri y\u00fcksek do\u011fruluk sa\u011flar; ancak belirsizlik i\u00e7erir ve kritik altyap\u0131larda tek ba\u015f\u0131na karar mekanizmas\u0131 olmamal\u0131d\u0131r [1][2].<\/li>\n<li>Human-in-the-Loop modeli, confidence score ve alarm e\u015fi\u011fi ile m\u00fcdahale gereksinimini sistematikle\u015ftirir.<\/li>\n<li>Operat\u00f6r override mekanizmas\u0131, ekstrem sapmalar\u0131 azaltarak finansal riski d\u00fc\u015f\u00fcr\u00fcr.<\/li>\n<li>\u0130nsan onay\u0131, audit trail ve versiyonlama ile reg\u00fclasyon uyumunu g\u00fc\u00e7lendirir.<\/li>\n<li>Hydrowise yakla\u015f\u0131m\u0131, AI + operat\u00f6r etkile\u015fimini kurumsal SaaS mimarisi i\u00e7inde \u00f6l\u00e7\u00fclebilir kalite art\u0131\u015f\u0131na d\u00f6n\u00fc\u015ft\u00fcr\u00fcr.<\/li>\n<\/ul>\n<h2>Kuramsal \u00c7er\u00e7eve ve Temel Kavramlar<\/h2>\n<h2>1. Human-in-the-Loop (HITL) Nedir?<\/h2>\n<p>Human-in-the-Loop, AI sistemlerinin nihai karar \u00f6ncesinde insan g\u00f6zetimine tabi tutuldu\u011fu <strong>kontroll\u00fc otonomi<\/strong> mimarisidir. Bu yakla\u015f\u0131m, AI\u2019y\u0131 tamamen devre d\u0131\u015f\u0131 b\u0131rakmaz; tam tersine AI\u2019n\u0131n h\u0131z\u0131n\u0131 ve analitik kapasitesini, insan uzmanl\u0131\u011f\u0131n\u0131n ba\u011flam okuma, risk sezgisi ve operasyonel k\u0131s\u0131t bilgisiyle dengeler. Kurumsal \u00f6l\u00e7ekte HITL ayn\u0131 zamanda bir \u201ckontrol prosed\u00fcr\u00fc\u201dd\u00fcr: Kim onaylar, hangi e\u015fiklerde onay zorunludur, hangi durumlar eskalasyon gerektirir, hangi kararlar loglan\u0131r ve hangi KPI\u2019larla izlenir?<\/p>\n<p>\u00dc\u00e7 temel prensip:<\/p>\n<ol>\n<li>Kontroll\u00fc Otonomi: AI otomatik \u00fcretir, insan gerekti\u011finde m\u00fcdahale eder.<\/li>\n<li>\u015eeffafl\u0131k: Belirsizlik aral\u0131\u011f\u0131 ve g\u00fcven skoru g\u00f6r\u00fcn\u00fcrd\u00fcr.<\/li>\n<li>Sorumluluk Zinciri: Nihai karar insan taraf\u0131ndan onaylan\u0131r.<\/li>\n<\/ol>\n<p>Kurumsal uygulamada bu \u00fc\u00e7 prensip \u201ci\u015f ak\u0131\u015f\u0131\u201dna d\u00f6n\u00fc\u015f\u00fcr: tahmin \u00fcretimi \u2192 risk de\u011ferlendirme \u2192 onay \u2192 kay\u0131t \u2192 performans izlemesi. B\u00f6ylece HITL yaln\u0131zca \u201cinsan bak\u0131yor\u201d de\u011fil; <strong>kurall\u0131, denetlenebilir, \u00f6l\u00e7eklenebilir<\/strong> bir s\u00fcre\u00e7 olur [2][14].<\/p>\n<h2>2. Model Belirsizli\u011fi (Uncertainty) ve Enerji Sistemleri<\/h2>\n<p>HES \u00fcretim tahmininde belirsizlik ka\u00e7\u0131n\u0131lmazd\u0131r. \u0130ki temel bile\u015feni vard\u0131r:<\/p>\n<ul>\n<li><strong>Aleatoric belirsizlik:<\/strong> Do\u011fal sistemin rastlant\u0131sall\u0131\u011f\u0131 (hava ve hidrologik s\u00fcre\u00e7lerin de\u011fi\u015fkenli\u011fi).<\/li>\n<li><strong>Epistemic belirsizlik:<\/strong> Modelin bilgi eksikli\u011finden kaynaklanan hata potansiyeli (veri eksikli\u011fi, temsil yetersizli\u011fi) [3][6].<\/li>\n<\/ul>\n<p>Epistemic belirsizlik \u00f6zellikle ekstrem senaryolarda artar. \u00d6rne\u011fin ani s\u0131cakl\u0131k art\u0131\u015f\u0131 sonucu h\u0131zlanan kar erimesi, modelin ge\u00e7mi\u015fte s\u0131n\u0131rl\u0131 g\u00f6zlemledi\u011fi bir durum olabilir. Benzer \u015fekilde havza ko\u015fullar\u0131nda (toprak nemi, kar su e\u015fde\u011feri, baseflow) de\u011fi\u015fim oldu\u011funda ayn\u0131 ya\u011f\u0131\u015f miktar\u0131 farkl\u0131 debi tepkisi \u00fcretebilir; bu da \u201cconcept drift\u201d riskini b\u00fcy\u00fct\u00fcr [6][8]. Bu nedenle tahmin de\u011feri tek ba\u015f\u0131na yeterli de\u011fildir; belirsizlik aral\u0131\u011f\u0131 ve confidence score birlikte de\u011ferlendirilmelidir.<\/p>\n<p>Kurumsal perspektifte belirsizlik y\u00f6netimi \u201cmodelin k\u00f6t\u00fc oldu\u011fu\u201d anlam\u0131na gelmez; do\u011fru yakla\u015f\u0131m \u015fudur: Belirsizli\u011fi <strong>\u00f6l\u00e7, g\u00f6r\u00fcn\u00fcr k\u0131l ve karar s\u00fcrecine dahil et.<\/strong> HITL\u2019nin ana de\u011feri burada ba\u015flar: belirsizlik y\u00fckseldi\u011finde karar y\u00fck\u00fcn\u00fc otomasyondan al\u0131p, insan uzmanl\u0131\u011f\u0131na ta\u015f\u0131r.<\/p>\n<h2>3. G\u00fcven Skoru (Confidence Score) ve Alarm E\u015fi\u011fi Tasar\u0131m\u0131<\/h2>\n<p>Confidence score genellikle:<\/p>\n<ul>\n<li>Ensemble varyans\u0131<\/li>\n<li>Olas\u0131l\u0131ksal tahmin aral\u0131\u011f\u0131 (prediction interval geni\u015fli\u011fi)<\/li>\n<li>Model da\u011f\u0131l\u0131m sapmas\u0131 \/ out-of-distribution g\u00f6stergeleri<\/li>\n<\/ul>\n<p>\u00fczerinden hesaplan\u0131r [4][11]. Kurumsal sistemlerde yaln\u0131zca confidence score g\u00f6stermek yeterli de\u011fildir. Kritik olan, bu skorun <strong>hangi aksiyonu tetikledi\u011fidir.<\/strong> Bu nedenle \u201calarm e\u015fi\u011fi\u201d tasar\u0131m\u0131 kurumsal kontrol\u00fcn \u00e7ekirde\u011fidir.<\/p>\n<p>\u00d6rnek e\u015fik yakla\u015f\u0131m\u0131:<\/p>\n<ul>\n<li><strong>%85+ \u2192 Otomatik onay \/ h\u0131zl\u0131 ak\u0131\u015f:<\/strong> Tahmin, rutin operasyon i\u00e7inde do\u011frudan kullan\u0131labilir.<\/li>\n<li><strong>%70\u201385 \u2192 Operat\u00f6r g\u00f6zden ge\u00e7irme:<\/strong> Tahmin kullan\u0131lmadan \u00f6nce k\u0131sa kontrol ve yorum eklenir.<\/li>\n<li><strong>%70 alt\u0131 \u2192 Manuel do\u011frulama zorunlu:<\/strong> Tahmin, piyasa\/operasyon karar\u0131 i\u00e7in kritik kabul edilir; revizyon veya eskalasyon gerekir.<\/li>\n<\/ul>\n<p>Bu e\u015fiklerin kurumsal olarak belirlenmesi, farkl\u0131 tesis tiplerinde farkl\u0131 olabilir: reg\u00fclat\u00f6rl\u00fc HES, run-of-river, pompaj depolamal\u0131 sistemler; her birinde risk tolerans\u0131 ve m\u00fcdahale maliyeti farkl\u0131d\u0131r. Bu nedenle \u201ctek e\u015fik\u201d yerine, <strong>tesis profiline g\u00f6re parametrik e\u015fik setleri<\/strong> daha s\u00fcrd\u00fcr\u00fclebilirdir [2][9].<\/p>\n<figure style=\"margin: 40px 0;text-align: center\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" style=\"max-width: 100%;height: 397px;margin: auto\" src=\"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/bilgi_karti-scaled.webp\" alt=\"PSI Interpretation Range Info Card\" width=\"711\" height=\"864\" \/><\/figure>\n<h2>4. AI Governance ve Kritik Altyap\u0131lar<\/h2>\n<p>EU AI Act, y\u00fcksek riskli sistemlerde insan g\u00f6zetimi, \u015feffafl\u0131k, izlenebilirlik ve risk y\u00f6netimi gerekliliklerini \u00e7er\u00e7eveler [1]. NIST AI RMF ise \u201cgovern\u2013map\u2013measure\u2013manage\u201d yap\u0131s\u0131yla AI risklerinin kurumsal s\u00fcre\u00e7lere ba\u011flanmas\u0131n\u0131 \u00f6nerir [2]. Enerji \u00fcretim tahmini \u00f6zelinde bu \u00e7er\u00e7eveler \u015fu sorular\u0131 g\u00fcndeme getirir:<\/p>\n<ul>\n<li>Tahmin karar\u0131n\u0131n sahibi kim?<\/li>\n<li>Model hangi veriyle e\u011fitildi, hangi ko\u015fullarda g\u00fcvenilir?<\/li>\n<li>Model performans\u0131 nas\u0131l izleniyor, drift nas\u0131l y\u00f6netiliyor?<\/li>\n<li>\u0130nsan override kararlar\u0131 nas\u0131l loglan\u0131yor ve geri besleniyor?<\/li>\n<\/ul>\n<p>HITL bu sorulara operasyonel cevap \u00fcretir: \u201cinsan onay\u0131\u201d yaln\u0131zca g\u00fcvenlik katman\u0131 de\u011fil; ayn\u0131 zamanda <strong>y\u00f6neti\u015fim ve denetim<\/strong> katman\u0131d\u0131r.<\/p>\n<h1>Human-in-the-Loop Neden Stratejik Bir Gereklilik?<\/h1>\n<p>AI sistemleri ge\u00e7mi\u015f veriye dayanarak tahmin \u00fcretir. Ancak hidrolojik sistemler lineer de\u011fildir ve ekstrem hava olaylar\u0131 modelin e\u011fitim da\u011f\u0131l\u0131m\u0131 d\u0131\u015f\u0131na \u00e7\u0131kmas\u0131na neden olabilir [6]. Bu nedenle HITL, sadece \u201cek g\u00fcvenlik\u201d de\u011fil, ayn\u0131 zamanda kalite stratejisidir: hatan\u0131n en pahal\u0131 oldu\u011fu anlarda insan uzmanl\u0131\u011f\u0131 devreye girer.<\/p>\n<h2>1. Automation Bias<\/h2>\n<p>Operat\u00f6rler, ge\u00e7mi\u015fte y\u00fcksek performans g\u00f6steren modele sorgulamadan g\u00fcvenebilir [7]. Bu, \u00f6zellikle \u201cmodelin genelde do\u011fru oldu\u011fu\u201d kurumlarda daha s\u0131k g\u00f6r\u00fcl\u00fcr; \u00e7\u00fcnk\u00fc karar h\u0131z\u0131 bask\u0131s\u0131 ve operasyonel yo\u011funluk, model \u00e7\u0131kt\u0131s\u0131n\u0131 varsay\u0131lan do\u011fru kabul etmeyi te\u015fvik eder. Automation bias\u2019\u0131n kritik etkisi \u015fudur: Model nadir bir durumda hatal\u0131ysa, insan kontrol\u00fc devreye girmeden karar y\u00fcr\u00fcrl\u00fc\u011fe girer. HITL, bu davran\u0131\u015f riskini \u201cprosed\u00fcre ba\u011flayarak\u201d azalt\u0131r: d\u00fc\u015f\u00fck confidence \u2192 zorunlu inceleme.<\/p>\n<h2>2. Data Drift ve Concept Drift<\/h2>\n<p>Veri da\u011f\u0131l\u0131m\u0131 zamanla de\u011fi\u015febilir (data drift) veya fiziksel s\u00fcre\u00e7ler farkl\u0131 davranabilir (concept drift) [8]. \u00d6rne\u011fin sens\u00f6r kalibrasyonu bozuldu\u011funda, rating curve g\u00fcncellenmedi\u011finde veya havza ko\u015fullar\u0131 de\u011fi\u015fti\u011finde model giri\u015fleri sinsi bi\u00e7imde kayar. Drift tespit edilmezse model performans\u0131 kademeli d\u00fc\u015fer; kurum, d\u00fc\u015f\u00fc\u015f\u00fc ancak finansal sonu\u00e7lar b\u00fcy\u00fcd\u00fc\u011f\u00fcnde fark eder. Bu nedenle HITL tek ba\u015f\u0131na yeterli de\u011fildir; HITL\u2019nin yan\u0131nda izleme + alarm + versiyonlama gerekir [8][11].<\/p>\n<h2>3. Finansal \u00c7arpan Etkisi: Hata Neden \u201cPahal\u0131\u201d Hale Gelir?<\/h2>\n<p>HES \u00fcretim tahminindeki k\u00fc\u00e7\u00fck bir sapma:<\/p>\n<p><strong>Debi \u2192 \u00dcretim \u2192 G\u00fcn \u00d6ncesi Teklif \u2192 Ger\u00e7ekle\u015fme \u2192 Dengesizlik \u2192 Finansal Uzla\u015ft\u0131rma<\/strong> zincirinde b\u00fcy\u00fcyebilir [9][10].<\/p>\n<p>Buradaki kritik nokta \u015fudur: Hata yaln\u0131zca MW cinsinden b\u00fcy\u00fcmez; <strong>piyasa ko\u015fullar\u0131na ba\u011fl\u0131 olarak TL etkisi katlan\u0131r.<\/strong> \u00d6zellikle fiyat volatilitesi y\u00fcksek saatlerde, ayn\u0131 MW sapmas\u0131n\u0131n mali etkisi \u00e7ok daha y\u00fcksek olabilir. Bu y\u00fczden \u201cortalama hata\u201d metrikleri iyi g\u00f6r\u00fcnse bile, nadir saatlerdeki ekstrem sapmalar kurum i\u00e7in as\u0131l riski \u00fcretir [4][9]. HITL, tam olarak bu \u201cnadir ama y\u00fcksek etkili\u201d durumlarda devreye girerek risk profilini iyile\u015ftirir.<\/p>\n<figure style=\"margin: 40px 0;text-align: center\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" style=\"max-width: 100%;height: 409px;margin: auto\" src=\"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/risk_kart-scaled.webp\" alt=\"PSI Interpretation Range Info Card\" width=\"733\" height=\"864\" \/><\/figure>\n<h1>Operasyonel \u0130\u015f Ak\u0131\u015f\u0131 \u2013 AI + Operat\u00f6r Etkile\u015fimi<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" style=\"max-width: 100%;height: 381px;margin: auto\" src=\"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Gorsel_1-2.webp\" alt=\"PSI Interpretation Range Info Card\" width=\"572\" height=\"864\" \/><\/h1>\n<p>Operasyonel ak\u0131\u015f be\u015f katmandan olu\u015fur:<\/p>\n<ol>\n<li><strong>Tahmin Katman\u0131:<\/strong> AI modeli debi ve \u00fcretim tahmini olu\u015fturur.<\/li>\n<li><strong>Belirsizlik Analizi:<\/strong> G\u00fcven skoru ve tahmin aral\u0131\u011f\u0131 hesaplan\u0131r.<\/li>\n<li><strong>Alarm Mekanizmas\u0131:<\/strong> G\u00fcven e\u015fi\u011fi alt\u0131ndaysa manuel do\u011frulama zorunlu olur.<\/li>\n<li><strong>Operat\u00f6r Onay\u0131:<\/strong> Tahmin onaylan\u0131r veya override edilir.<\/li>\n<li><strong>Kay\u0131t ve Versiyonlama:<\/strong> Her i\u015flem audit trail olarak saklan\u0131r.<\/li>\n<\/ol>\n<p>Kurumsal \u00f6l\u00e7ekte bu ak\u0131\u015fa iki kritik boyut daha eklenmelidir:<\/p>\n<ul>\n<li><strong>Rol bazl\u0131 yetkilendirme (RBAC):<\/strong> Kim onaylayabilir, kim revize edebilir, kim \u201cfinal karar\u201d verebilir?<\/li>\n<li><strong>Eskalasyon ve SLA:<\/strong> Belirli e\u015fik alt\u0131nda ve belirli zaman ufkunda, karar gecikirse hangi birime eskale edilir?<\/li>\n<\/ul>\n<p>Bu iki boyut olmadan HITL \u201cinsan bak\u0131yor\u201d seviyesinde kal\u0131r. Kurumsal HITL, \u201cinsan onay\u0131\u201dn\u0131 <strong>y\u00f6neti\u015fim prosed\u00fcr\u00fcne<\/strong> d\u00f6n\u00fc\u015ft\u00fcr\u00fcr [2][14].<\/p>\n<div style=\"border-left: 6px solid #1f3c88;background: #f4f7fb;padding: 20px;margin: 30px 0;max-width: 620px\">\n<h4 style=\"margin-top: 0;color: #1f3c88\">\ud83d\udd0e Teknik Not<\/h4>\n<p><strong>Human Override S\u00fcreci:<\/strong><\/p>\n<ul style=\"line-height: 1.7;margin-top: 10px\">\n<li>AI tahmini \u00fcretir<\/li>\n<li>Confidence score hesaplan\u0131r<\/li>\n<li>Alarm e\u015fi\u011fi kontrol edilir<\/li>\n<li>Operat\u00f6r revizyon yapar<\/li>\n<li>Versiyon kayd\u0131 tutulur<\/li>\n<\/ul>\n<p style=\"margin-top: 12px;font-size: 14px;color: #555\">Kaynak: [2][4]<\/p>\n<\/div>\n<p>Bu yap\u0131, yaln\u0131zca kaliteyi de\u011fil kurumsal sorumlulu\u011fu da g\u00fcvence alt\u0131na al\u0131r; \u00e7\u00fcnk\u00fc denetim an\u0131nda \u201cneden b\u00f6yle karar verildi?\u201d sorusunun cevab\u0131 sistemde bulunur.<\/p>\n<h1>HES \u0130\u015fletmesi A\u00e7\u0131s\u0131ndan Etkiler<\/h1>\n<p>Enerji tesislerinde bu mekanizma do\u011frudan finansal sonu\u00e7 \u00fcretir; ancak etki yaln\u0131zca finansal de\u011fildir. HITL\u2019nin sahaya yans\u0131mas\u0131 \u00fc\u00e7 eksende okunur:<\/p>\n<ol>\n<li><strong>Operasyonel stabilite:<\/strong> Vardiya i\u00e7inde s\u00fcrpriz d\u00fczeltme bask\u0131s\u0131 azal\u0131r.<\/li>\n<li><strong>Rezervuar stratejisi:<\/strong> Su y\u00f6netimi daha tutarl\u0131 hale gelir; ileri g\u00fcn esnekli\u011fi korunur.<\/li>\n<li><strong>Piyasa g\u00fcvenilirli\u011fi:<\/strong> Teklif kalitesi y\u00fckselir; dengesizlik riski daha \u00f6ng\u00f6r\u00fclebilir olur [9][10].<\/li>\n<\/ol>\n<p>\u00d6rne\u011fin:<\/p>\n<ul>\n<li>AI tahmini: 520 m\u00b3\/s<\/li>\n<li>Ger\u00e7ek debi: 480 m\u00b3\/s<\/li>\n<li>Sapma: 40 m\u00b3\/s<\/li>\n<\/ul>\n<p>Bu sapma:<\/p>\n<ul>\n<li>Yanl\u0131\u015f G\u00fcn \u00d6ncesi Piyasas\u0131 teklifi<\/li>\n<li>Dengesizlik maliyeti<\/li>\n<li>Rezervuar stratejisinde bozulma<\/li>\n<li>Teminat y\u00fck\u00fc art\u0131\u015f\u0131<\/li>\n<\/ul>\n<p>gibi zincirleme etkilere yol a\u00e7abilir [9]. Ayr\u0131ca operasyon ekipleri a\u00e7\u0131s\u0131ndan, beklenmeyen sapmalar t\u00fcrbin i\u015fletim noktas\u0131n\u0131 ve verim band\u0131n\u0131 da etkileyebilir; bu da ayn\u0131 suyla daha d\u00fc\u015f\u00fck enerji \u00fcretimi gibi ikincil kay\u0131plar do\u011furabilir [15]. Bu nedenle HITL yaln\u0131zca \u201ctahmini d\u00fczeltmek\u201d de\u011fil; tesisin i\u015fletim kalitesini kurumsal \u00f6l\u00e7ekte iyile\u015ftirmektir.<\/p>\n<p>HITL\u2019nin ek bir faydas\u0131 da \u201c\u00f6\u011frenen organizasyon\u201d etkisidir: Operat\u00f6r\u00fcn override kararlar\u0131, modelin hangi ko\u015fullarda zorland\u0131\u011f\u0131n\u0131 g\u00f6steren de\u011ferli bir etikettir. Bu etiketler do\u011fru saklan\u0131rsa, model iyile\u015ftirme d\u00f6ng\u00fcs\u00fc h\u0131zlan\u0131r (\u00f6r. ekstrem olay veri seti geni\u015fletme, \u00f6zellik seti g\u00fcncelleme, sens\u00f6r kalite kontrolleri) [8][11].<\/p>\n<h1>\u00d6rnek Senaryo: M\u00fcdahale ile Risk Azalt\u0131m\u0131<\/h1>\n<p><strong>Senaryo:<\/strong><br \/>\nAI tahmini: 500 m\u00b3\/s<br \/>\nConfidence score: %58<br \/>\nAlarm e\u015fi\u011fi: %70<\/p>\n<p>Operat\u00f6r meteorolojik modelde ani s\u0131cakl\u0131k art\u0131\u015f\u0131 g\u00f6r\u00fcr ve tahmini 470 m\u00b3\/s\u2019ye revize eder.<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" style=\"max-width: 100%;height: 372px;margin: auto\" src=\"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Gorsel_2-2.webp\" alt=\"PSI Interpretation Range Info Card\" width=\"559\" height=\"864\" \/><\/p>\n<p>Bu m\u00fcdahale, b\u00fcy\u00fck finansal kayb\u0131n \u00f6n\u00fcne ge\u00e7ebilir. Ancak kurumsal de\u011fer a\u00e7\u0131s\u0131ndan daha \u00f6nemlisi \u015fudur: Bu revizyon, sistemde neden etiketiyle kaydedilir (\u201crain-on-snow riski\u201d, \u201cs\u0131cakl\u0131k anomalisi\u201d, \u201csens\u00f6r drift \u015f\u00fcphesi\u201d). B\u00f6ylece hem denetim izi olu\u015fur hem de model geli\u015ftirme ekibi \u201changi ko\u015fullarda m\u00fcdahale geldi\u011fini\u201d \u00f6l\u00e7ebilir.<\/p>\n<h2>\u00d6rnek Ekran: Karar Destek Aray\u00fcz\u00fcnde Ne G\u00f6r\u00fclmeli?<\/h2>\n<p>Kurumsal bir HITL ekran\u0131nda yaln\u0131zca \u201ctahmin\u201d g\u00f6r\u00fcnmesi yeterli de\u011fildir. Operat\u00f6re \u015fu bile\u015fenler sunulmal\u0131d\u0131r:<\/p>\n<ul>\n<li>Tahmini debi ve \u00fcretim (saatlik)<\/li>\n<li>Confidence score + belirsizlik aral\u0131\u011f\u0131 (\u00b1)<\/li>\n<li>Alarm nedeni (\u00f6r. \u201cg\u00fcven skoru d\u00fc\u015f\u00fck\u201d, \u201cdrift sinyali\u201d)<\/li>\n<li>Son 7\/30 g\u00fcn hata da\u011f\u0131l\u0131m\u0131 (MAPE\/RMSE trendi) [4]<\/li>\n<li>Veri kalitesi g\u00f6stergeleri (eksik veri, gecikme, sens\u00f6r outlier)<\/li>\n<li>Operat\u00f6r yorum alan\u0131 + revizyon nedeni etiketi<\/li>\n<li>Onay durumu (taslak \/ onayland\u0131 \/ revize edildi) + zaman damgas\u0131<\/li>\n<li>Kim onaylad\u0131 (rol bazl\u0131) + versiyon numaras\u0131<\/li>\n<\/ul>\n<p>Bu ekran yakla\u015f\u0131m\u0131, HITL\u2019yi \u201cinsan bak\u0131yor\u201ddan \u00e7\u0131kar\u0131r; \u201cinsan kontroll\u00fc karar\u201d seviyesine ta\u015f\u0131r [2][14].<\/p>\n<h1>Hydrowise \/ Renewasoft Yakla\u015f\u0131m\u0131<\/h1>\n<p>Hydrowise Forecast mod\u00fcl\u00fc, tahmini \u00fc\u00e7 katmanl\u0131 kontrol mimarisi i\u00e7inde ele al\u0131r:<\/p>\n<ol>\n<li><strong>Hibrit Modelleme:<\/strong> Fiziksel + AI model kombinasyonu.<\/li>\n<li><strong>Risk Skorlama:<\/strong> Confidence score ve belirsizlik analizi.<\/li>\n<li><strong>Human Approval Workflow:<\/strong> Operat\u00f6r onay\u0131 ve versiyon takibi.<\/li>\n<\/ol>\n<p>Bu mimari:<\/p>\n<ul>\n<li>Drift durumunda alarm \u00fcretir<\/li>\n<li>D\u00fc\u015f\u00fck g\u00fcven skorunda manuel inceleme zorunlu k\u0131lar<\/li>\n<li>Override i\u015flemlerini kay\u0131t alt\u0131na al\u0131r<\/li>\n<li>Reg\u00fclasyon uyumunu destekler<\/li>\n<li>Performans\u0131 yaln\u0131zca \u201cortalama hata\u201d ile de\u011fil, u\u00e7 sapmalar ve risk saatleriyle izler [4][9][11]<\/li>\n<\/ul>\n<p>Kurumsal a\u00e7\u0131dan Hydrowise\u2019\u0131n kritik fark\u0131, tahmin \u00fcretimini tek ba\u015f\u0131na \u201cmodel \u00e7\u0131kt\u0131s\u0131\u201d olmaktan \u00e7\u0131kar\u0131p <strong>kurumsal i\u015f ak\u0131\u015f\u0131na<\/strong> ba\u011flamas\u0131d\u0131r. B\u00f6ylece tahmin, operasyon ve ticaret birimleri aras\u0131nda ortak bir karara d\u00f6n\u00fc\u015f\u00fcr: onayl\u0131 tahmin, \u00f6l\u00e7\u00fclebilir risk, izlenebilir s\u00fcre\u00e7.<\/p>\n<p>Hydrowise yakla\u015f\u0131m\u0131 ayr\u0131ca \u015funu hedefler: Operat\u00f6r\u00fc her saat manuel i\u015f y\u00fck\u00fcne bo\u011fmadan, yaln\u0131zca riskli durumlarda devreye almak. Alarm e\u015fi\u011fi ve g\u00fcven skoru tasar\u0131m\u0131, bu dengeyi sa\u011flar. Sonu\u00e7ta hedef; hem h\u0131z hem kontrol, hem otomasyon hem sorumluluk, hem do\u011fruluk hem y\u00f6neti\u015fimdir.<\/p>\n<h1>S\u0131k Sorulan Sorular<\/h1>\n<ol>\n<li><strong> Human-in-the-Loop zorunlu mu?<br \/>\n<\/strong>Kritik altyap\u0131larda g\u00fc\u00e7l\u00fc bi\u00e7imde \u00f6nerilir; EU AI Act\u2019in insan g\u00f6zetimi vurgusu bu yakla\u015f\u0131m\u0131 destekler [1].<\/li>\n<li><strong> G\u00fcven skoru olmadan AI kullan\u0131labilir mi?<br \/>\n<\/strong>Belirsizlik \u00f6l\u00e7\u00fclmeden risk y\u00f6netimi s\u00fcrd\u00fcr\u00fclebilir de\u011fildir; confidence score, HITL\u2019nin tetikleyici sinyalidir [4][11].<\/li>\n<li><strong> Operat\u00f6r m\u00fcdahalesi modeli zay\u0131flat\u0131r m\u0131?<br \/>\n<\/strong>Do\u011fru tasar\u0131mda tam tersi olur: ekstrem hatalar azal\u0131r, model geli\u015ftirme d\u00f6ng\u00fcs\u00fc h\u0131zlan\u0131r (override etiketleri \u201c\u00f6\u011frenme verisi\u201ddir) [8][11].<\/li>\n<li><strong> Drift nas\u0131l tespit edilir?<br \/>\n<\/strong>\u0130statistiksel da\u011f\u0131l\u0131m analizi, veri kalite metrikleri ve performans trendleri birlikte izlenmelidir [8][11].<\/li>\n<li><strong> Bu yakla\u015f\u0131m finansal fayda sa\u011flar m\u0131?<br \/>\n<\/strong>Evet. Ekstrem sapmalar\u0131n azalmas\u0131 dengesizlik maliyeti ve teminat bask\u0131s\u0131n\u0131 d\u00fc\u015f\u00fcrebilir [9][10].<\/li>\n<li><strong> Operat\u00f6r onay\u0131 \u201cinsan hatas\u0131\u201d riski yaratmaz m\u0131?<br \/>\n<\/strong>Kurumsal HITL\u2019de bu risk, rol bazl\u0131 yetkilendirme, ikinci g\u00f6z onay\u0131 ve audit trail ile y\u00f6netilir [2][14].<\/li>\n<\/ol>\n<h1>Tahmin Kalitesi = Do\u011fruluk + G\u00fcven + Y\u00f6neti\u015fim<\/h1>\n<p>HES \u00fcretim tahmini art\u0131k yaln\u0131zca matematiksel do\u011fruluk de\u011fildir. Kalite; g\u00fcvenilirlik, izlenebilirlik ve insan g\u00f6zetimi ile tan\u0131mlan\u0131r. Human-in-the-Loop yakla\u015f\u0131m\u0131:<\/p>\n<ul>\n<li>Ekstrem hatalar\u0131 azalt\u0131r<\/li>\n<li>Finansal riski d\u00fc\u015f\u00fcr\u00fcr<\/li>\n<li>Reg\u00fclasyon uyumunu g\u00fc\u00e7lendirir<\/li>\n<li>Kurumsal g\u00fcveni art\u0131r\u0131r<\/li>\n<li>Operasyon\u2013ticaret aras\u0131nda ortak karar \u00e7er\u00e7evesi olu\u015fturur [1][2][9]<\/li>\n<\/ul>\n<p style=\"text-align: center\">Hydrowise, bu yakla\u015f\u0131m\u0131 \u00f6l\u00e7eklenebilir SaaS mimarisi i\u00e7inde sunar. E\u011fer tahmin sisteminizde confidence score, alarm e\u015fi\u011fi ve human approval workflow yoksa, risk g\u00f6r\u00fcnmezdir.<\/p>\n<p style=\"text-align: center\">HES \u00fcretim tahmininizi daha g\u00fcvenli, daha kontroll\u00fc ve daha kurumsal hale getirmek i\u00e7in Hydrowise demo talep edin.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201c\u0130nsan Onay\u0131\u201d ile HES \u00dcretim Tahmin Kalitesini Art\u0131rma (Human-in-the-Loop) Stratejik D\u00f6n\u00fc\u015f\u00fcm: HES \u00dcretim Tahmininde AI\u2019dan Kontroll\u00fc Otonomiye HES \u00fcretim tahmini art\u0131k yaln\u0131zca \u201cAI do\u011fru tahmini versin\u201d problemi de\u011fildir. Kurumsal \u00f6l\u00e7ekte as\u0131l soru \u015fudur: Model hangi ko\u015fullarda g\u00fcvenilir kabul edilir? Hangi sinyaller m\u00fcdahale gerektirir? Nihai karar\u0131n sorumlulu\u011fu kimdedir? Hidroelektrik \u00fcretim; meteorolojik belirsizlik, havza hidrodinamikleri, rezervuar seviyesi, [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":3236,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1865],"tags":[326,350,348,293,342,352,346,344],"class_list":["post-3046","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uretim-tahmini-hava-hidrolojik-veri","tag-ai-governance","tag-alarm-esigi","tag-confidence-score","tag-hes-uretim-tahmini","tag-human-in-the-loop-enerji","tag-hydrowise-forecast","tag-model-belirsizligi","tag-operator-onayi"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Operat\u00f6r + AI Birlikte - Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e<\/title>\n<meta name=\"description\" content=\"Meta Description: Human-in-the-Loop yakla\u015f\u0131m\u0131yla HES \u00fcretim tahmininde kaliteyi art\u0131r\u0131n, model belirsizli\u011fini y\u00f6netin ve finansal riski operat\u00f6r onay\u0131yla azalt\u0131n.\" \/>\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\/operator-ai-birlikte\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Operat\u00f6r + AI Birlikte - Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e\" \/>\n<meta property=\"og:description\" content=\"Meta Description: Human-in-the-Loop yakla\u015f\u0131m\u0131yla HES \u00fcretim tahmininde kaliteyi art\u0131r\u0131n, model belirsizli\u011fini y\u00f6netin ve finansal riski operat\u00f6r onay\u0131yla azalt\u0131n.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/\" \/>\n<meta property=\"og:site_name\" content=\"Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-26T22:31:09+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-28T00:43:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Operator-ve-AI-is-birligiyle-tahmin-gelistirme.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Irem Ozturk\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Irem Ozturk\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"13 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/\"},\"author\":{\"name\":\"Irem Ozturk\",\"@id\":\"https:\/\/renewasoft.com.tr\/#\/schema\/person\/fba3b09168949c7ec1195c9c59191313\"},\"headline\":\"Operat\u00f6r + AI Birlikte\",\"datePublished\":\"2026-02-26T22:31:09+00:00\",\"dateModified\":\"2026-02-28T00:43:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/\"},\"wordCount\":2492,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/renewasoft.com.tr\/#organization\"},\"image\":{\"@id\":\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Operator-ve-AI-is-birligiyle-tahmin-gelistirme.webp\",\"keywords\":[\"AI governance\",\"alarm e\u015fi\u011fi\",\"confidence score\",\"HES \u00fcretim tahmini\",\"human-in-the-loop enerji\",\"Hydrowise Forecast\",\"model belirsizli\u011fi\",\"operat\u00f6r onay\u0131\"],\"articleSection\":[\"\u00dcretim Tahmini &amp; Hava + Hidrolojik Veri\"],\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/\",\"url\":\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/\",\"name\":\"Operat\u00f6r + AI Birlikte - Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e\",\"isPartOf\":{\"@id\":\"https:\/\/renewasoft.com.tr\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Operator-ve-AI-is-birligiyle-tahmin-gelistirme.webp\",\"datePublished\":\"2026-02-26T22:31:09+00:00\",\"dateModified\":\"2026-02-28T00:43:51+00:00\",\"description\":\"Meta Description: Human-in-the-Loop yakla\u015f\u0131m\u0131yla HES \u00fcretim tahmininde kaliteyi art\u0131r\u0131n, model belirsizli\u011fini y\u00f6netin ve finansal riski operat\u00f6r onay\u0131yla azalt\u0131n.\",\"breadcrumb\":{\"@id\":\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#primaryimage\",\"url\":\"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Operator-ve-AI-is-birligiyle-tahmin-gelistirme.webp\",\"contentUrl\":\"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Operator-ve-AI-is-birligiyle-tahmin-gelistirme.webp\",\"width\":1536,\"height\":1024},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/renewasoft.com.tr\/index.php\/tr\/ana-sayfa\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Operat\u00f6r + AI Birlikte\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/renewasoft.com.tr\/#website\",\"url\":\"https:\/\/renewasoft.com.tr\/\",\"name\":\"Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/renewasoft.com.tr\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/renewasoft.com.tr\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/renewasoft.com.tr\/#organization\",\"name\":\"Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e\",\"url\":\"https:\/\/renewasoft.com.tr\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/renewasoft.com.tr\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2025\/03\/images.jpg\",\"contentUrl\":\"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2025\/03\/images.jpg\",\"width\":225,\"height\":225,\"caption\":\"Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e\"},\"image\":{\"@id\":\"https:\/\/renewasoft.com.tr\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/company\/renewasoft\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/renewasoft.com.tr\/#\/schema\/person\/fba3b09168949c7ec1195c9c59191313\",\"name\":\"Irem Ozturk\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/renewasoft.com.tr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/d61bfbd82330b8534c71a68c82f67c139d9ed8027487739ebe73ad1ccf40fa41?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/d61bfbd82330b8534c71a68c82f67c139d9ed8027487739ebe73ad1ccf40fa41?s=96&d=mm&r=g\",\"caption\":\"Irem Ozturk\"},\"url\":\"https:\/\/renewasoft.com.tr\/index.php\/author\/irem\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Operat\u00f6r + AI Birlikte - Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e","description":"Meta Description: Human-in-the-Loop yakla\u015f\u0131m\u0131yla HES \u00fcretim tahmininde kaliteyi art\u0131r\u0131n, model belirsizli\u011fini y\u00f6netin ve finansal riski operat\u00f6r onay\u0131yla azalt\u0131n.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/","og_locale":"tr_TR","og_type":"article","og_title":"Operat\u00f6r + AI Birlikte - Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e","og_description":"Meta Description: Human-in-the-Loop yakla\u015f\u0131m\u0131yla HES \u00fcretim tahmininde kaliteyi art\u0131r\u0131n, model belirsizli\u011fini y\u00f6netin ve finansal riski operat\u00f6r onay\u0131yla azalt\u0131n.","og_url":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/","og_site_name":"Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e","article_published_time":"2026-02-26T22:31:09+00:00","article_modified_time":"2026-02-28T00:43:51+00:00","og_image":[{"width":1536,"height":1024,"url":"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Operator-ve-AI-is-birligiyle-tahmin-gelistirme.webp","type":"image\/webp"}],"author":"Irem Ozturk","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Irem Ozturk","Tahmini okuma s\u00fcresi":"13 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#article","isPartOf":{"@id":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/"},"author":{"name":"Irem Ozturk","@id":"https:\/\/renewasoft.com.tr\/#\/schema\/person\/fba3b09168949c7ec1195c9c59191313"},"headline":"Operat\u00f6r + AI Birlikte","datePublished":"2026-02-26T22:31:09+00:00","dateModified":"2026-02-28T00:43:51+00:00","mainEntityOfPage":{"@id":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/"},"wordCount":2492,"commentCount":0,"publisher":{"@id":"https:\/\/renewasoft.com.tr\/#organization"},"image":{"@id":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#primaryimage"},"thumbnailUrl":"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Operator-ve-AI-is-birligiyle-tahmin-gelistirme.webp","keywords":["AI governance","alarm e\u015fi\u011fi","confidence score","HES \u00fcretim tahmini","human-in-the-loop enerji","Hydrowise Forecast","model belirsizli\u011fi","operat\u00f6r onay\u0131"],"articleSection":["\u00dcretim Tahmini &amp; Hava + Hidrolojik Veri"],"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/","url":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/","name":"Operat\u00f6r + AI Birlikte - Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e","isPartOf":{"@id":"https:\/\/renewasoft.com.tr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#primaryimage"},"image":{"@id":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#primaryimage"},"thumbnailUrl":"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Operator-ve-AI-is-birligiyle-tahmin-gelistirme.webp","datePublished":"2026-02-26T22:31:09+00:00","dateModified":"2026-02-28T00:43:51+00:00","description":"Meta Description: Human-in-the-Loop yakla\u015f\u0131m\u0131yla HES \u00fcretim tahmininde kaliteyi art\u0131r\u0131n, model belirsizli\u011fini y\u00f6netin ve finansal riski operat\u00f6r onay\u0131yla azalt\u0131n.","breadcrumb":{"@id":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/"]}]},{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#primaryimage","url":"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Operator-ve-AI-is-birligiyle-tahmin-gelistirme.webp","contentUrl":"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2026\/02\/Operator-ve-AI-is-birligiyle-tahmin-gelistirme.webp","width":1536,"height":1024},{"@type":"BreadcrumbList","@id":"https:\/\/renewasoft.com.tr\/index.php\/tr\/2026\/02\/26\/operator-ai-birlikte\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/renewasoft.com.tr\/index.php\/tr\/ana-sayfa\/"},{"@type":"ListItem","position":2,"name":"Operat\u00f6r + AI Birlikte"}]},{"@type":"WebSite","@id":"https:\/\/renewasoft.com.tr\/#website","url":"https:\/\/renewasoft.com.tr\/","name":"Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e","description":"","publisher":{"@id":"https:\/\/renewasoft.com.tr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/renewasoft.com.tr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":"Organization","@id":"https:\/\/renewasoft.com.tr\/#organization","name":"Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e","url":"https:\/\/renewasoft.com.tr\/","logo":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/renewasoft.com.tr\/#\/schema\/logo\/image\/","url":"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2025\/03\/images.jpg","contentUrl":"https:\/\/renewasoft.com.tr\/wp-content\/uploads\/2025\/03\/images.jpg","width":225,"height":225,"caption":"Renewasoft Enerji ve Yaz\u0131l\u0131m A.\u015e"},"image":{"@id":"https:\/\/renewasoft.com.tr\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/renewasoft\/"]},{"@type":"Person","@id":"https:\/\/renewasoft.com.tr\/#\/schema\/person\/fba3b09168949c7ec1195c9c59191313","name":"Irem Ozturk","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/renewasoft.com.tr\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/d61bfbd82330b8534c71a68c82f67c139d9ed8027487739ebe73ad1ccf40fa41?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/d61bfbd82330b8534c71a68c82f67c139d9ed8027487739ebe73ad1ccf40fa41?s=96&d=mm&r=g","caption":"Irem Ozturk"},"url":"https:\/\/renewasoft.com.tr\/index.php\/author\/irem\/"}]}},"_links":{"self":[{"href":"https:\/\/renewasoft.com.tr\/index.php\/wp-json\/wp\/v2\/posts\/3046","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/renewasoft.com.tr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/renewasoft.com.tr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/renewasoft.com.tr\/index.php\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/renewasoft.com.tr\/index.php\/wp-json\/wp\/v2\/comments?post=3046"}],"version-history":[{"count":3,"href":"https:\/\/renewasoft.com.tr\/index.php\/wp-json\/wp\/v2\/posts\/3046\/revisions"}],"predecessor-version":[{"id":3237,"href":"https:\/\/renewasoft.com.tr\/index.php\/wp-json\/wp\/v2\/posts\/3046\/revisions\/3237"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/renewasoft.com.tr\/index.php\/wp-json\/wp\/v2\/media\/3236"}],"wp:attachment":[{"href":"https:\/\/renewasoft.com.tr\/index.php\/wp-json\/wp\/v2\/media?parent=3046"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/renewasoft.com.tr\/index.php\/wp-json\/wp\/v2\/categories?post=3046"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/renewasoft.com.tr\/index.php\/wp-json\/wp\/v2\/tags?post=3046"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}