Table 1.
Statistical errors of SOH estimation for different batteries
| Errors | NMC-LCO |
NCA |
NMC |
LFP |
|||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MLR | SGPR | DCNN | MLR | SGPR | DCNN | MLR | SGPR | DCNN | MLR | SGPR | DCNN | ||
| Training | MAE (%) | 0.97 | 0.29 | 0.32 | 1.80 | 0.31 | 0.32 | 0.89 | 0.80 | 0.31 | 1.40 | 0.20 | 0.23 |
| RMSE (%) | 1.28 | 0.52 | 0.66 | 2.29 | 0.63 | 0.52 | 1.35 | 1.40 | 0.46 | 1.82 | 0.70 | 0.41 | |
| Test | MAE (%) | 1.02 | 0.30 | 0.37 | 1.88 | 1.97 | 0.95 | 0.84 | 0.83 | 0.40 | 1.30 | 0.34 | 0.27 |
| RMSE (%) | 1.30 | 0.50 | 0.68 | 2.48 | 2.07 | 1.18 | 1.38 | 1.51 | 0.54 | 1.74 | 0.81 | 0.49 | |
| Test (random) | MAE (%) | 1.05 | 0.29 | 0.36 | 1.93 | 1.96 | 0.95 | 0.91 | 0.91 | 0.39 | 1.31 | 0.35 | 0.27 |
| RMSE (%) | 1.33 | 0.47 | 0.63 | 2.55 | 2.07 | 1.18 | 1.46 | 1.60 | 0.53 | 1.72 | 0.83 | 0.47 | |