L. Delahoche

From CO 2 Forecasting to Occupancy Inference: Performance Limits of LSTM Networks with Temporal Feature Engineering

Accurate forecasting of indoor environmental variables is essential for occupancy-aware building energy management, yet the interplay between neural network architecture, forecasting strategy, and downstream occupancy inference remains poorly understood. This study presents a comprehensive controlled evaluation frame...