Potential analysis of the transfer learning model in short and medium-term forecasting of building HVAC energy consumption

• Comparing and analyzing the influence of training data on forecasting results. • Proposing a new forecasting method based on load simulation and transfer learning. • Improving the accuracy of load forecasting with only a small amount of historical data. • Discussing the influence of data selection on the transfer learning algorithm.