ResearchBenchmarksSoH estimation on XJTU Batch 5Follow0.44MAPEQPINN0.2081.7743.344.906Jul 13, 2025Aug 27, 2025Oct 11, 2025Nov 26, 2025Jan 10, 2026Feb 24, 2026Apr 11, 2026Evaluation ResultsMethodMethodLinksMAPERMSEQPINNBatch=5Batch=52026.040.440.006PINNBatch=5Batch=52026.041.050.0135Battery PINN2025.071.350.0105RGPD2025.071.370.018MLPBatch=5Batch=52026.041.830.0217MLP2025.072.170.0183CNNBatch=5Batch=52026.043.50.0453CNN2025.074.530.035SPIKANBatch=5Batch=52026.046.240.0645