SolarRadiationForecasting

Code for Master's dissertation: Solar Radiation Forecasting with Deep Learning and Conformal Prediction

MSc Advanced Computer Science: Artificial Intelligence
Dissertation result: 86%
Award: Best Dissertation

Day Ahead Forecasting

Approach uses Time Series Forecasting
Experimenting with both TiDE (Time Series Dense Encoder) and a MLP
Features include historical solar radiation, weather and time data

Conformal Prediction

CopulaCPTS algorithm used to measure uncertainty of day-ahead forecasts
Algorithm adjusted for solar radiation forecasting
Code in DayAheadForecasting/CopulaCPTS folder

Sky Image Regression

Approach predicts solar radiation levels based on images of the sky
Fine-tuned ResNet-18 and Vision Transformer on sky images