基于物理引导的贝叶斯主动学习加速发现稳定锌水电池的溶剂化结构工程（Small 23/2025）

IF 13 2区材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY

Small Pub Date : 2025-06-12 DOI:10.1002/smll.202570176

Minsu Kim, Minji Lee, Inyoung Choi, Jihye Oh, Sanga Paik, Areum Han, Sinae Lee, Hyerim Hwang, Jonggeol Na, Kwan Woo Nam

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引用次数: 0

摘要

锌水电池尽管锌水电池在安全性和性能上都有优势，但也会受到析氢和腐蚀等水基副反应的影响。在2411632号文章中，Jonggeol Na， Kwan Woo Nam和同事提出了一种新型电解质，通过抑制这些副反应来提高稳定性，并通过优化溶剂化结构来最大化性能。特别值得注意的是，基于物理引导的贝叶斯主动学习的实验只有26个。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

查看原文本刊更多论文

Accelerated Discovery of Solvation Structure Engineering for Stable Aqueous Rechargeable Zinc Batteries via Physics-Guided Bayesian Active Learning (Small 23/2025)

Aqueous Zinc Batteries

Aqueous zinc batteries, despite their advantages in safety and performance, suffer from water-based side reactions like hydrogen evolution and corrosion. In article number 2411632, Jonggeol Na, Kwan Woo Nam, and co-workers propose a novel electrolyte that enhances stability by suppressing these side reactions and maximizing performance through solvation structure optimization. In particular, it is noteworthy that only 26 experiments were conducted based on physics-guided Bayesian active learning.

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来源期刊

Small 工程技术-材料科学：综合

CiteScore

17.70

自引率

3.80%

发文量

1830

审稿时长

2.1 months

期刊介绍： Small serves as an exceptional platform for both experimental and theoretical studies in fundamental and applied interdisciplinary research at the nano- and microscale. The journal offers a compelling mix of peer-reviewed Research Articles, Reviews, Perspectives, and Comments. With a remarkable 2022 Journal Impact Factor of 13.3 (Journal Citation Reports from Clarivate Analytics, 2023), Small remains among the top multidisciplinary journals, covering a wide range of topics at the interface of materials science, chemistry, physics, engineering, medicine, and biology. Small's readership includes biochemists, biologists, biomedical scientists, chemists, engineers, information technologists, materials scientists, physicists, and theoreticians alike.