Cover Feature: Machine Learning Assisted for Preparation of Graphene Supported Cu-Zn Catalyst for CO2 Hydrogenation to Methanol (Chem. Asian J. 13/2025)

IF 3.5 3区化学 Q2 CHEMISTRY, MULTIDISCIPLINARY

Chemistry - An Asian Journal Pub Date : 2025-07-14 DOI:10.1002/asia.202581303

Nuttapon Pisitpipathsin, Krittapong Deshsorn, Varisara Deerattrakul, Pawin Iamprasertkun

引用次数: 0

Abstract

This study integrates machine learning with experimental validation to optimize Cu-Zn catalysts supported on nitrogen-doped graphene for CO₂ hydrogenation to methanol. Nitrogen doping enhances catalyst reduction and space-time yield, while decision tree analysis identifies key synthesis parameters, enabling efficient, data-driven catalyst design for improved performance and sustainability. More details can be found in article number e202500011 by Pawin Iamprasertkun and co-workers.

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封面特征：机器学习辅助制备石墨烯负载Cu-Zn催化剂用于CO2加氢制甲醇（化学）。亚洲J. 13/2025)

本研究将机器学习与实验验证相结合，以优化氮掺杂石墨烯负载的Cu-Zn催化剂，用于二氧化碳加氢制甲醇。氮掺杂提高了催化剂的还原率和时空产率，而决策树分析确定了关键的合成参数，从而实现了高效、数据驱动的催化剂设计，从而提高了催化剂的性能和可持续性。更多细节可以在Pawin Iamprasertkun及其同事的文章编号e202500011中找到。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Chemistry - An Asian Journal 化学-化学综合

CiteScore

7.00

自引率

2.40%

发文量

535

审稿时长

1.3 months

期刊介绍： Chemistry—An Asian Journal is an international high-impact journal for chemistry in its broadest sense. The journal covers all aspects of chemistry from biochemistry through organic and inorganic chemistry to physical chemistry, including interdisciplinary topics. Chemistry—An Asian Journal publishes Full Papers, Communications, and Focus Reviews. A professional editorial team headed by Dr. Theresa Kueckmann and an Editorial Board (headed by Professor Susumu Kitagawa) ensure the highest quality of the peer-review process, the contents and the production of the journal. Chemistry—An Asian Journal is published on behalf of the Asian Chemical Editorial Society (ACES), an association of numerous Asian chemical societies, and supported by the Gesellschaft Deutscher Chemiker (GDCh, German Chemical Society), ChemPubSoc Europe, and the Federation of Asian Chemical Societies (FACS).