Category: Renewable Energy

  • Time Series Forecasting of Hourly U.S.A. Energy Consumption – PJM East Electricity Grid

    Time Series Forecasting of Hourly U.S.A. Energy Consumption – PJM East Electricity Grid

    In the green energy sector, being able to forecast the electricity usage is a core part of any electricity retailer’s business.  The business problem is as follows: Given the historical power consumption, what is the expected power consumption for the next 365 days? In this study, we will address the problem by building a reliable…

  • Wind Energy ML Prediction & Turbine Power Control

    Wind Energy ML Prediction & Turbine Power Control

    This text presents a detailed project on modeling the power curve of a wind turbine, which is crucial in wind energy management and forecasting. By using machine learning techniques such as Random Forest and Gradient Boosting Regressors, and validating with real-world Scada data from a Turkish wind farm, the project shows it’s possible to create…

  • Wind Farm AEP Optimization in SciPy – Horns Rev 1 Site

    Wind Farm AEP Optimization in SciPy – Horns Rev 1 Site

    The post outlined the process of optimizing the Annual Energy Production (AEP) of the Horns Rev 1 wind farm using the SciPy algorithm. The results derived from SciPy were cross-validated using other optimizers such as Optuna and PyWake. The study iterates the importance of offshore wind farms in meeting Denmark’s goals of increased electricity generation.