Electrochemoinformatics as an Emerging Scientific Field for Designing Materials and Electrochemical Energy Storage and Conversion Devices—An Application in Battery Science and Technology
نویسندگان
چکیده
Electrochemical processes underlie the functioning of electrochemical devices for energy storage and conversion. In this paper, electrochemoinformatics is defined as a scientific discipline, part computational electrochemistry, dealing with application information technologies, specifically data science, machine learning (ML), artificial intelligence, to solve problems related processes, including development materials devices. Electrochemoinformatics closely chemoinformatics informatics relies on technologies they use. The definitions basics are reviewed an emphasis role representation, use ML methods, molecular material descriptors. third constituent full-cell informatics, which deals performance design whole article focuses in battery science technology (battery informatics), electrolyte electrode materials, monitoring, modeling, design. scope main challenges facing discussed.
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ژورنال
عنوان ژورنال: Advanced Energy Materials
سال: 2022
ISSN: ['1614-6832', '1614-6840']
DOI: https://doi.org/10.1002/aenm.202202380