AE Absolute error APE Absolute percentage error AZBs Aqueous zinc-based batteries BMS Battery management system CDT Capacity decline trend CE Coulombic efficiency CINN Chemistry-informed neural network CR Capacity regeneration CRT Capacity regeneration trend CRCC Capacity regeneration continuous cycle CRSC Capacity regeneration starting cycle DGMS Dual-Gas-Path Monitoring System DL Deep learning DMDP Dual mechanism-data prediction FBG Fiber bragg grating HER Hydrogen evolution reaction LIBs...