Machine learning-assisted benign transformation of three zinc states in zinc ion batteries

• DOI: 10.1039/d5ee00650c
• Publication Date: 2025-04-22T13:30:38Z
• Authors: Jianbo Dong; Guolang Zhou; Wenhao Ding; Jiayi Ji; Qing Wang; Tianshi Wang; Lili Zhang; Xiuyang Zou; Jingzhou Yin; Edison Huixiang Ang

A machine-learning-designed cerium-iron MOF layer enhances Zn anode stability, achieving over 4300 hours at 1 mA cm −2 and 99.8% coulombic efficiency 1400 cycles 2 , providing a cost-effective protective strategy.