Table 2 Percentage difference between previous vs. proposed studies.

From: Advanced battery management system enhancement using IoT and ML for predicting remaining useful life in Li-ion batteries

Author

Model

Battery 5

Percentage Difference (%)

27

LSTM

0.0983

738.02

CNN-LSTM

0.0174

48.34

ICC-LSTM

0.0878

648.51

ICC-CNN-LSTM

0.0166

41.52

RNN

0.1051

795.99

24

LSTM

0.0135

15.09

RVM

0.0783

567.52

HA-FOSELM

0.098

735.46

MC-RNN

0.0255

117.39

25

BL-LSTM

0.0121

3.15

SC-LSTM

0.0245

108.87

MC-LSTM

0.0168

43.22

MC-GRU

0.0282

140.41

MC-SRU

0.0322

174.51

MC-LSTM

0.0208

77.32

LSTM

0.113

863.34

26

RNN

0.1047

792.58

RVM

0.0784

568.37

PA-LSTM

0.0937

698.81

Proposed-LSTM

0.01173

0