Fig. 1. Comparison among mainstream energy data analytics methods.

The excellent, good, fair, and poor coordinate points represent the general performance of different methods in various dimensions. Our proposed federated split learning integrates the advantages of federated learning and split learning methods, achieving exceptional performance across all dimensions.