ResearchBenchmarksSoH estimation on XJTU Batch 3Follow0.61MAPEQPINN0.45041.52772.6053.6823Jul 13, 2025Aug 27, 2025Oct 11, 2025Nov 26, 2025Jan 10, 2026Feb 24, 2026Apr 11, 2026Evaluation ResultsMethodMethodLinksMAPERMSEQPINNBatch=3Batch=32026.040.610.0077RGPD2025.070.80.0093PINNBatch=3Batch=32026.040.860.01Battery PINN2025.0710.0086CNNBatch=3Batch=32026.041.770.0212MLPBatch=3Batch=32026.042.110.0237CNN2025.072.120.0177MLP2025.072.370.0211SPIKANBatch=3Batch=32026.044.60.0383