Table 2 Hyperparameter Setup with B5 Dataset.

From: Application of state of health estimation and remaining useful life prediction for lithium-ion batteries based on AT-CNN-BiLSTM

Hyperparameters

Metrics

Fn

Bu

MAPE

RMSE

R2

RULae

32

32

0.5501

0.0064

0.9953

1

64

0.5364

0.0063

0.9955

0

128

0.5629

0.0065

0.9953

1

64

32

0.5486

0.0063

0.9956

1

64

0.5106

0.0060

0.9959

0

128

0.5204

0.0063

0.9955

0

128

32

0.5098

0.0061

0.9957

0

64

0.6447

0.0066

0.9951

1

128

0.5481

0.0064

0.9954

1

  1. Fn is the number of filters; Bu is the number of BiLSTM units.
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