Table 3 Test RMSEs of battery capacity estimation using zero-shot learning (ZSL) and different transfer learning (TL) methods on dataset 2 and dataset 3.
From: Data-driven capacity estimation of commercial lithium-ion batteries from voltage relaxation
Methods | Dataset | ZSL | No TL | TL1 | TL2 |
|---|---|---|---|---|---|
XGBoost | Dataset 2 | 0.038 | 0.029 | 0.027 | 0.024 |
Dataset 3 | 0.038 | 0.020 | 0.034 | 0.024 | |
Support vectors regression | Dataset 2 | 0.034 | 0.039 | 0.026 | 0.017 |
Dataset 3 | 0.073 | 0.052 | 0.035 | 0.016 |
