IEEE

Deep Learning for Time-Series Forecasting With Exogenous Variables in Energy Consumption: A Performance and Interpretability Analysis

Abstract: The rise of decentralized energy sources and renewables demands advanced grid planning, with short-term load forecasting (STLF) playing a crucial role. Energy demand in smart grids is highly ...
IEEE

An XGBoost-Optimized Algorithm for Enhancing Accuracy in Crop Yield Prediction Models Through Time Series Forecasting

Abstract: Accurate crop yield prediction is vital for optimizing agricultural practices and ensuring food security. This study proposes an optimized XGBoost-based algorithm leveraging time series ...