Early-life Remaining Useful Life Prediction on Battery Datasets (val)
1.25RMSEINR (MLP)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| INR (MLP)Input cycles=202026.04 | 1.25 | 0.94 | 93 | |
| Random ForestInput cycles=202026.04 | 1.28 | 0.96 | 92 | |
| INR (MLP)Input cycles=102026.04 | 1.47 | 1.09 | 90 | |
| Random ForestInput cycles=102026.04 | 1.51 | 1.12 | 89 | |
| Linear regressionInput cycles=202026.04 | 1.62 | 1.21 | 88 | |
| INR (MLP)Input cycles=52026.04 | 1.68 | 1.27 | 87 | |
| Random ForestInput cycles=52026.04 | 1.72 | 1.31 | 86 | |
| Linear regressionInput cycles=102026.04 | 1.89 | 1.42 | 84 | |
| Linear regressionInput cycles=52026.04 | 2.05 | 1.54 | 81 |