Table 3. Extreme Gradient Boosting (XGB) mean absolute error (MAE) values of Lithium Cobalt Oxide (LCO), Lithium Iron Phosphate (LFP), Lithium Manganese Oxide (LMO), Lithium Titanium Oxide (LTO), Nickle Cobalt Aluminum Oxide (NCA) and Nickle Manganese Cobalt Oxide (NMC) cell chemistries at different state of charge (SOC) and temperature combinations (in terms of ampere-hour).
SOC% & T | LCO | LFP | LMO | LTO | NCA | NMC |
---|---|---|---|---|---|---|
SOC100% & 60°C | 0.031725 | 0.025438 | 0.029895 | 0.025872 | 0.014391 | 0.024037 |
SOC50% & 60°C | 0.004605 | 0.014662 | 0.021757 | 0.042077 | 0.006978 | 0.008930 |
SOC50% & 50°C | - | - | 0.015376 | 0.002688 | - | - |
SOC20% & 60°C | 0.007829 | 0.019535 | 0.016149 | 0.042144 | 0.003373 | 0.007844 |
SOC20% & 50°C | - | - | 0.055854 | 0.04091 | - | - |