Table 5 CRF comparison experiment predicted the results.

From: A conditional random field based feature learning framework for battery capacity prediction

Data

Cycle

CRF

Without CRF

RMSE

MAPE

RMSE

MAPE

B05

168

0.0216

0.0161

0.0316

0.0253

B06

168

0.0179

0.0081

0.0275

0.0152

B07

168

0.0257

0.0193

0.0357

0.0284

B18

132

0.0316

0.0230

0.0411

0.0325