ResearchBenchmarksSoH estimation on XJTU Batch 2Follow0.49MAPEQPINN0.25841.82173.3854.9483Jul 13, 2025Aug 27, 2025Oct 11, 2025Nov 26, 2025Jan 10, 2026Feb 24, 2026Apr 11, 2026Evaluation ResultsMethodMethodLinksMAPERMSEQPINNBatch=2Batch=22026.040.490.0062RGPD2025.070.860.01PINNBatch=2Batch=22026.041.130.0122Battery PINN2025.071.220.0113MLPBatch=2Batch=22026.042.750.0304CNNBatch=2Batch=22026.042.980.0352MLP2025.073.040.0275CNN2025.073.520.0298SPIKANBatch=2Batch=22026.046.280.0655