Multi-objective ensemble forecasting with an application to power transformers.

•We propose a multi-objective ensemble algorithm for time series forecasting.•A non-linear principle component analysis is used to extract features.•An evolutionary multi-objective optimisation algorithm selects the best ensemble.•The performances of the proposed method are compared with three benchmark models.