Photovoltaic Power Output Prediction Using PCA–KNN: A Comparative Study with SVR and MLP on Historical Operational Data
The transition toward renewable energy integration in power systems presents challenges in managing photovoltaic (PV) power output owing to variations in operating conditions. This study evaluated the performance of K-Nearest Neighbor (KNN), Support Vector Regression (SVR), and Multi-Layer Perceptron (MLP), with and wi...