一个多样化和与化学相关的溶解模型基准,包含灵活的分子和符合组合
Lukas Wittmann1, Christian Erik Selzer1, Stefan Grimme1
1Mulliken Center for Theoretical Chemistry Beringstraße 4 D-53115 Bonn Germany grimme@uni-bonn.de.
Chemical science
|November 5, 2025
概括
FlexiSol是测试灵活分子溶解模型的新基准. 它显示,虽然分区比率比溶解能更准确,但大多数模型都在与稳定和不稳定相互作用作斗争.
科学领域:
- 计算化学计算化学
- 物理化学 物理化学
- 药物发现 药物发现 药物发现
背景情况:
- 准确的溶解模型对于预测溶液中的分子行为至关重要.
- 现有的基准通常缺乏分子灵活性和全面的形状采样.
- 需要强大的数据集来评估和改进解决模型.
研究的目的:
- 介绍FlexiSol,一个用于评估溶解模型的新型基准数据集.
- 使用FlexiSol.评估各种隐性溶解模型的性能.
- 调查构造组合,几何选择和电子结构方法对模型准确性的影响.
主要方法:
- 开发了FlexiSol,这是一组包含824个实验性溶解能量和灵活分子分区比的数据集.
- 包括超过25,000个理论的符合/陶托米尔几何体.
- 评估基于物理 (量子化学,半经验) 和数据驱动的解决模型.
主要成果:
- 在经过测试的模型中,分区比率通常比溶解能更准确.
- 大多数模型低估了强大的稳定相互作用,高估了弱的相互作用.
- 完全波兹曼加权的组合和最低能量的适配器显示出类似的准确性,优于随机选择.
结论:
- FlexiSol为系统开发和评估溶解模型提供了一个全面的资源.
- 符合性采样对于准确的溶解预测至关重要,特别是对于灵活的系统.
- 模型性能受到几何选择和电子结构方法的影响,需要仔细考虑.
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