Transfer fault diagnosis of bearing installed in different machines using enhanced deep auto-encoder

•Scaled exponential linear unit is used to normalize the raw vibration data.•Nonnegative constraint and correntropy are adopted to modify the loss function.•Parameter transfer is introduced into the enhanced deep auto-encoder.•Two transfer diagnosis cases confirm the feasibility of the proposed approach.