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基于材料基因组方法的锂电池新材料开发

肖睿娟 李泓 陈立泉

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基于材料基因组方法的锂电池新材料开发

肖睿娟, 李泓, 陈立泉

Development of new lithium battery materials by material genome initiative

Xiao Rui-Juan, Li Hong, Chen Li-Quan
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  • 近年来,在锂二次电池新材料的研发过程中逐渐建立了基于材料基因组思想的高通量计算理论工具与研究平台.在该平台上,通过将不同精度的计算方法组合,实现了基于离子输运性质的材料筛选;通过将信息学中数据挖掘算法引入高通量计算数据的分析,证实了材料大数据解读的可行性.上述平台实现了在锂电池固体电解质的高通量筛选、优化和设计上进行新材料研发的示范应用,通过高通量计算筛选获得了两种可用于富锂正极包覆材料的化合物Li2SiO3和Li2SnO3,有效改善了富锂正极的循环稳定性;通过对掺杂策略的高通量筛选,获得了提高固体电解质-Li3PS4离子电导率和稳定性的方案;通过高通量结构预测设计了全新的氧硫化物固体电解质LiAlSO;并在零应变电极材料结构与性能的构效关系研究中进行了大数据分析的尝试,分析了零应变电极材料的设计依据.上述材料基因组方法在锂电池材料研发中的应用为在其他类型材料研发中推广这种新的研发模式提供了可能.
    After the continuous research on the discovering new materials based on theoretical methods and material genome initiative, the high-throughput simulation platform is established. With this new research mode and platform, the screening, optimization and design of lithium battery materials are realized by using lithium migration properties as criteria. The attempt at introducing machine learning method into material design is also made. With the high-throughput bond-valence calculations, two coating materials for Li-rich cathode are found, the modified -Li3PS4 and a new layered oxysulfide as novel lithium superionic conductors are designed, and the relationship between the volume change of electrode during delithiation and the atomic structure is investigated. The application of the material genome method to the development of lithium battery materials provides the possibility to promote this new research and development model in other types of materials.
      通信作者: 肖睿娟, rjxiao@iphy.ac.cn
    • 基金项目: 国家自然科学基金(批准号:51772321)、北京市科技计划项目(批准号:D171100005517001)、国家重点研发计划(批准号:2017YFB0701602)和中国科学院青年创新促进会(批准号:2016005)资助的课题.
      Corresponding author: Xiao Rui-Juan, rjxiao@iphy.ac.cn
    • Funds: Project supported by the National Natural Science Foundation of China (Grant No. 51772321), the Beijing S T Project, China (Grant No. D171100005517001), the National Key Research and Development Program of China (Grant No. 2017YFB0701602), and the Youth Innovation Promotion Association CAS (Grant No. 2016005).
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    Tarascon J M, Armand M 2001 Nature 414 359

    [2]

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    [3]

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    Takada K 2013 Acta Mater. 61 759

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    Yao X, Huang J, Yin J, Peng G, Huang Z, Gao C, Liu D, Xu X 2016 Chin. Phys. B 25 018802

    [9]

    Tatsumisago M, Nagao M, Hayashi A 2013 J. Asian Ceram. Soc. 1 17

    [10]

    Huggins R A 1999 J. Power Sources 81-82 13

    [11]

    Chen Z H, Christensen L, Dahn J R 2003 Electrochem. Commun. 5 919

    [12]

    Xiao R J, Li H, Chen L Q 2015 J. Materiomics 1 325

    [13]

    Anurova N A, Blatov V A 2009 Acta Crystallogr. B 65 426

    [14]

    Brown I D 2009 Chem. Rev. 109 6858

    [15]

    Adams S, Prasada Rao R 2011 Phys. Status Solidi A 208 1746

    [16]

    Meng Y S, Elena Arroyo-de Dompablo M 2009 Energy Environ. Sci. 2 589

    [17]

    Xiao R J, Li H, Chen L Q 2015 Sci. Rep. 5 14227

    [18]

    Wang D, Zhang X, Xiao R J, Lu X, Li Y, Xu T, Pan D, Hu Y S, Bai Y 2018 Electrochim. Acta 265 244

    [19]

    Kamaya N 2011 Nat. Mater. 10 682

    [20]

    Mizuno F, Hayashi A, Tadanaga K, Tatsumisago M 2005 Adv. Mater. 17 918

    [21]

    Mo Y, Ong S P, Ceder G 2012 Chem. Mater. 24 15

    [22]

    Tachez M, Malugani J P, Robert G 1984 Solid State Ionics 14 181

    [23]

    Wang X L, Xiao R J, Li H, Chen L Q 2016 Phys. Chem. Chem. Phys. 18 21269

    [24]

    Chen Y, Xi X, Yim W L, Peng F, Wang Y, Wang H, Chen Z 2013 J. Phys. Chem. C 117 25677

    [25]

    Zhang X, Wang Y, L J, Zhu C, Li Q, Zhang M, Li Q, Ma Y 2013 J. Chem. Phys. 138 114101

    [26]

    Zhong X, Wang H, Zhang J, Liu H, Zhang S, Song H F, Yang G, Zhang L, Ma Y 2016 Phys. Rev. Lett. 116 057002

    [27]

    Wang Y, L J, Zhu L, Ma Y 2012 Comput. Phys. Commun. 183 2063

    [28]

    Wang X L, Xiao R J, Li H, Chen L Q 2017 Phys. Rev. Lett. 118 195901

    [29]

    Ward L, Agrawal A, Choudhary A, Wolverton C 2016 npj Comput. Mater. 2 16028

    [30]

    Mueller T, Kusne A G, Pamprasad R 2016 Rev. Comput. Chem. 29 186

    [31]

    Ghiringhelli L M, Vybiral J, Levchenko S V, Draxl C, Scheffler M 2015 Phys. Rev. Lett. 114 105503

    [32]

    Rupp M, Tkatchenko A, Muller K R, Anatole von Lilienfeld O 2012 Phys. Rev. Lett. 108 058301

    [33]

    Artrith N, Urban A 2016 Comput. Mater. Sci. 114 135

    [34]

    Wang Y S, Yu X Q, Su S Y, Bai J M, Xiao R J, Hu Y S 2013 Nat. Commun. 4 2365

    [35]

    Wang X L, Xiao R J, Li H, Chen L Q 2017 J. Materiomics 3 178

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出版历程
  • 收稿日期:  2018-04-11
  • 修回日期:  2018-04-27
  • 刊出日期:  2019-06-20

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