Another work by Ma et al. , focused on predicting the rest of useful life by the input of a single charging curve. In this study, a DNN was informed with the input of a PBM which predicted voltage vs capacity. This PBM was in charge of characterizing the ageing behavior of the curves, subsequently, this information was encoded into the program via the use of a particular parameter set. The main advantages of this model were found to be the transferability to various operating conditions (C-rates, temperature, active material and even partial charging data).