Nature communications
Machine learning-assisted kinetic matching model for rational electrode design in aqueous zinc-ion batteries.
Qian Xie, Yurong You, Dingshuo Qiao, Huan Xia, Hanning Zhang, Song-Zhu Kure-Chu, Tomasz Wejrzanowski, Tao Shui, Wei Zhang, ZhengMing Sun
Published: 202510.1038/s41467-025-67996-8
Abstract
Aqueous zinc-ion batteries offer inherent safety and low cost, yet performance is limited by unstable zinc metal negative electrodes and dissolution-prone positive electrodes, causing dendrite growth, sluggish ion transport, and rapid capacity decay.…
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