{"id":2886,"date":"2025-11-25T15:35:07","date_gmt":"2025-11-25T15:35:07","guid":{"rendered":"https:\/\/renewasoft.com.tr\/?page_id=2886"},"modified":"2025-11-25T16:05:09","modified_gmt":"2025-11-25T16:05:09","slug":"technology","status":"publish","type":"page","link":"https:\/\/renewasoft.com.tr\/index.php\/en\/technology\/","title":{"rendered":"Technology"},"content":{"rendered":"

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Our AI-Powered Forecasting Technology<\/h2>\r\n

\r\n 15\u201330% more accurate energy production forecasts for hydroelectric power plants using our custom-built artificial intelligence algorithms.<\/strong><\/p>\n

Renewasoft provides highly accurate day-ahead and intraday production forecasts for hydroelectric power plants using fully in-house developed artificial intelligence models. Our deep-learning systems are powered by meteorological data, hydrological simulations, and real-time SCADA inputs, achieving 88\u201394% accuracy, significantly outperforming traditional forecasting methods. Running on Google Cloud\u2019s enterprise-grade infrastructure, our system delivers a secure, scalable, and high-performance forecasting service. \r\n <\/p>\r\n

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    Enterprise Cloud Infrastructure<\/h4>\r\n

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    \r\n The Renewasoft platform operates on Google Cloud Platform\u2019s enterprise-grade infrastructure, providing high-level security, 99.9% uptime, and unlimited scalability. Your data is stored in encrypted form within some of the most secure data centers in the world.\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n

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    Artificial Intelligence and Machine Learning<\/h4>\r\n

    \r\n We use Google Cloud\u2019s Vertex AI platform to train and operate our custom deep-learning models. This platform provides powerful GPU\/TPU resources for model training and automatic scaling for production environments.\r\n <\/p>\r\n <\/div>\r\n

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    Data Storage and Processing<\/h4>\r\n

    \r\n BigQuery:<\/strong> Storing over 10 years of meteorological and production data at petabyte scale and querying it in seconds.
    \nCloud Storage:<\/strong> Storing raw SCADA data, radar imagery, and satellite data in a secure data lake.
    \nPub\/Sub:<\/strong> Messaging infrastructure for real-time data streams.\r\n <\/p>\r\n <\/div>\r\n

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    Application Services<\/h4>\r\n

    \r\n Google Kubernetes Engine (GKE):<\/strong>Running our API and dashboard services in a fully containerized architecture.
    \nCloud Run:<\/strong> Serverless infrastructure for low-frequency operations.
    \nCloud Functions:<\/strong> Automatic notifications and event-driven workflows.\r\n <\/p>\r\n <\/div>\r\n

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    Security and Backup<\/h4>\r\n

    \r\n TLS 1.3 encryption (data in transit)
    \nAES-256 encryption (data at rest)
    \nMulti-region backups (Turkey and Europe)
    \nISO 27001\u2013compliant security standards\r\n <\/p>\r\n <\/div>\r\n

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    <\/h4>\r\n

    \r\n Our AI Models \u2014 Proprietary Forecasting Algorithms\r\n <\/h2>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n
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    \r\n Renewasoft\u2019s core competitive advantage lies in the proprietary artificial intelligence algorithms and hydrological models developed by our in-house R&D team. Our hybrid approach\u2014combining physics-based simulations with deep learning models\u2014is unique within the industry.\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n

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    Physics-Based Hydrological Models<\/h4>\r\n
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    • Watershed simulation and flow forecasting.<\/li>\r\n
    • Snowmelt and soil-moisture calculations.<\/li>\r\n
    • Reservoir dynamics for dam operations.<\/li>\r\n
    • Turbine performance models.<\/li>\r\n <\/ul>\r\n <\/div>\r\n <\/div>\r\n \r\n
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      Deep Learning Algorithms<\/h4>\r\n
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      • LSTM (Long Short-Term Memory) Networks: Learn long-term dependencies for time-series forecasting.<\/li>\r\n
      • ChatGPT: Ensemble Modeling: The weighted average of five different models to produce the most stable and reliable forecasts.<\/li>\r\n
      • Transfer Learning: Rapid model adaptation for each power plant.<\/li>\r\n
      • Continuous Learning: Models automatically update themselves with every new data input.<\/li>\r\n <\/ul>\r\n <\/div>\r\n <\/div>\r\n \r\n
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        Feature Engineering<\/h4>\r\n
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        • Meteorological: Temperature, pressure, precipitation, wind (7-day history + forecasts).<\/li>\r\n
        • Hydrological: Water level, flow rate, snow cover, soil moisture<\/li>\r\n
        • Operational: Turbine status, historical performance, maintenance schedules<\/li>\r\n
        • Market: EP\u0130A\u015e prices, grid demand signals<\/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 Technical Specifications\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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          Real-Time and Scalable Performance<\/h4>\r\n

          \r\n API response time: <100 ms
          \nForecast refresh interval: Every 15 minutes
          \nConcurrent power plant management: 100+
          \nSystem availability: 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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          Integrations<\/h4>\r\n

          \r\n Automatic data acquisition from EP\u0130A\u015e
          \nSCADA systems (Modbus, OPC UA, IEC 61850)
          \nEasy integration via RESTful API
          \nWebhook support (automated notifications)\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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          Security<\/h4>\r\n

          \r\n Enterprise-grade encryption
          \nMulti-factor authentication
          \nRole-based access control
          \nFully compliant with KVKK and GDPR\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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          Our Future Roadmap<\/h2>\r\n

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          Continuous Improvement and Innovation<\/h4>\r\n
          • \r\n <\/i> 2025 Q2 \u2013 Advanced Language Model Integration: Google Gemini API integration for natural-language querying and automated report generation.<\/span>\r\n <\/li>
          • \r\n <\/i> 2025 Q3 \u2013 Multi-Energy Expansion: Addition of wind and solar energy forecasting models.<\/span>\r\n <\/li>
          • \r\n <\/i> 2025 Q4 \u2013 Autonomous Optimization: An automated decision-support system powered by reinforcement learning (RL).<\/span>\r\n <\/li>
          • \r\n <\/i> 2026 \u2013 Regional Expansion: Adaptation and deployment across Balkan and Central Asian countries.<\/span>\r\n <\/li><\/ul>\r\n <\/div>\r\n <\/div>\r\n
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            Why Google Cloud?<\/h4>\r\n

            \r\n Here are the five main reasons we chose Google Cloud as our infrastructure provider:\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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            AI Leadership<\/h4>\r\n

            \r\n Vertex AI is one of the most advanced machine learning platforms in the world. TPU access and automated optimization tools are critically important for training our models.\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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            Data Analytics Excellence<\/h4>\r\n

            \r\n BigQuery delivers unmatched performance for petabyte-scale data analytics. We can run complex queries on 10 years of data in just 2\u20133 seconds.\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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            Unlimited Scalability<\/h4>\r\n

            \r\n Scaling from 10 power plants to 1,000 requires no infrastructure changes. Thanks to automatic scaling, resources increase seamlessly as demand grows.\r\n <\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n \"Thumb\"\r\n

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            Security and Compliance<\/h4>\r\n

            \r\n International certifications such as ISO 27001, SOC 2, and GDPR. Our data remains within European data centers.\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 05<\/span>\r\n <\/div>\r\n
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            Cost Optimization<\/h4>\r\n

            \r\n With the pay-as-you-go model, we only pay for what we use. Thanks to Google\u2019s startup support, we achieve up to 90% cost savings in the first years.\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":"

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