Research Article

Remaining Useful Life Estimation Using Deep Convolutional Generative Adversarial Networks Based on an Autoencoder Scheme

Table 1

Recent deep learning (DL) approaches proposed for RUL predictions on the C-MAPSS dataset (the years between 2016 and 2019).

Authors and referencesYearApproach

Babu et al. [23]2016CNN + FNN
Zhang et al. [28]2016MODBNE
Zheng et al. [20]2017LSTM + FNN
Li et al. [8]2018CNN + FNN
Yu et al. [27]2019BiLSTM-ED
Ellefsen et al. [24]2019RBM + LSTM