High throughput virtual screening of 230 billion molecular solar heat battery candidates

Mads Koerstz, Anders S. Christensen, K. Mikkelsen, M. Nielsen, Jan H. Jensen
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引用次数: 13

Abstract

The dihydroazulene/vinylheptafulvene (DHA/VHF) thermocouple is a promising candidate for thermal heat batteries that absorb and store solar energy as chemical energy without the need for insulation. However, in order to be viable the energy storage capacity and lifetime of the high energy form (i.e., the free energy barrier to the back reaction) of the canonical parent compound must be increased significantly to be of practical use. We use semiempirical quantum chemical methods, machine learning, and density functional theory to virtually screen over 230 billion substituted DHA molecules to identify promising candidates. We identify a molecule with a predicted energy density of 0.38 kJ/g, which is significantly larger than the 0.14 kJ/g computed for the parent compound. The free energy barrier to the back reaction is 11 kJ/mol higher than the parent compound, which should correspond to a half-life of about 10 days—4 months. This is considerably longer than the 3–39 h (depending on solvent) observed for the parent compound and sufficiently long for many practical applications. Our paper makes two main important contributions: (1) a novel and generally applicable methodological approach that makes screening of huge libraries for properties involving chemical reactivity with modest computational resources, and (2) a clear demonstration that the storage capacity of the DHA/VHF thermocouple cannot be increased to >0.5 kJ/g by combining simple substituents.
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2300亿个分子太阳能热电池候选物的高通量虚拟筛选
二氢azulene/乙烯基七氟烯(DHA/VHF)热电偶是一种很有前途的热电池,它可以吸收和储存太阳能作为化学能,而不需要绝缘。然而,为了可行,规范母体化合物的高能量形式(即反反应的自由能垒)的能量存储容量和寿命必须显著增加才能实际使用。我们使用半经验量子化学方法、机器学习和密度泛函理论来虚拟筛选超过2300亿个取代的DHA分子,以确定有希望的候选分子。我们确定了一个分子的预测能量密度为0.38 kJ/g,明显大于母体化合物的0.14 kJ/g。反反应的自由能垒比母体化合物高11 kJ/mol,其半衰期约为10天至4个月。这比观察到的母体化合物的3-39小时(取决于溶剂)要长得多,对于许多实际应用来说足够长。我们的论文做出了两个主要的重要贡献:(1)一种新颖且普遍适用的方法方法,可以用适度的计算资源筛选涉及化学反应性的巨大文库;(2)清楚地证明,通过组合简单的取代基,DHA/VHF热电偶的存储容量不能增加到>0.5 kJ/g。
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