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Performance and resource considerations of Li-ion battery electrode materials

机译:锂离子电池电极材料的性能和资源考虑

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摘要

In this work we present a data-driven approach to the rational design of battery materials based on both resource and performance considerations. A large database of Li-ion battery material has been created by abstracting information from over 200 publications. The database consists of over 16000 data points from various classes of materials. In addition to reference information, key parameters and variables determining the performance of batteries were collected. This work also includes resource considerations such as crustal abundance and the Herfindahl-Hirschman index, a commonly used measure of market concentration. The data is organized into a free web-based resource where battery researchers can employ a unique visualization method to plot database parameters against one another. This contribution is concerned with cathode and anode electrode materials. Cathode materials are mostly based on an intercalation mechanism, while anode materials are primarily based on conversion and alloying. Results indicate that cathode materials follow a common trend consistent with their crystal structure. On the other hand anode materials display similar behavior, based on elemental composition. Of particular interest is that high energy cathodes are scarcer than high power materials and high performance anode materials are less available. More sustainable materials for both electrodes based on alternative compositions are identified.
机译:在这项工作中,我们基于资源和性能方面的考虑,提出了一种数据驱动的方法来合理设计电池材料。通过从200多个出版物中提取信息,创建了一个大型的锂离子电池材料数据库。该数据库包含来自各种材料类别的16000多个数据点。除了参考信息外,还收集了确定电池性能的关键参数和变量。这项工作还包括资源考虑因素,例如地壳丰度和Herfindahl-Hirschman指数(一种常用的市场集中度指标)。数据被组织成一个基于Web的免费资源,电池研究人员可以在其中使用一种独特的可视化方法来相互绘制数据库参数。该贡献与阴极和阳极电极材料有关。阴极材料主要基于嵌入机制,而阳极材料主要基于转化和合金化。结果表明,阴极材料遵循与其晶体结构一致的共同趋势。另一方面,基于元素组成,阳极材料显示出相似的行为。特别令人感兴趣的是,高能阴极比高功率材料稀缺,而高性能阳极材料则较少。确定了基于替代成分的用于两个电极的更可持续的材料。

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  • 来源
    《Energy & environmental science》 |2015年第6期|1640-1650|共11页
  • 作者单位

    Univ Utah, Mat Sci & Engn, Salt Lake City, UT 84112 USA;

    Univ Calif Santa Barbara, Mat Res Lab, Santa Barbara, CA 93106 USA;

    Univ Calif Santa Barbara, Mat Res Lab, Santa Barbara, CA 93106 USA|Univ Calif Santa Barbara, Dept Mech Engn, Santa Barbara, CA 93106 USA;

    Univ Utah, Mat Sci & Engn, Salt Lake City, UT 84112 USA;

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  • 入库时间 2022-08-17 23:11:37

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