黑洞策略:以重力为基础的代表性采样用于金属有机框架网络上的节图形学习
Mehrdad Jalali1,2, A D Dinga Wonanke3, Pascal Friederich4,5
1Institute of Functional Interfaces (IFG), Karlsruhe Institute of Technology (KIT), Eggenstein-Leopoldshafen 76344, Germany.
Journal of chemical information and modeling
|October 1, 2025
概括
黑洞策略有效地采样大型材料数据集,为机器学习创建更小的信息子集. 这种方法保留了关键的结构-属性关系,使得更快,更准确的材料发现.
科学领域:
- 材料 信息学 信息学
- 机器学习 机器学习
- 数据科学数据科学数据科学
背景情况:
- 大型材料数据库从基于图形的机器学习表示中受益.
- 密集的数据集可能会导致冗余,噪音和增加的计算成本,而不会提高性能.
研究的目的:
- 引入一种新的代表性采样方法,即黑洞策略,用于从大型材料数据集中创建紧且信息丰富的子集.
- 证明这一策略在保护机器学习应用的基本结构和属性多样性的有效性.
主要方法:
- 开发了一种基于重力的代表性采样方法,称为黑洞策略.
- 应用了将金属有机框架 (MOFs) 数据集分散的策略.
- 在完整和分散的数据集上训练和评估图形神经网络 (GraphSAGE,GCN,GAT).
主要成果:
- 在黑洞分散的数据集上训练的机器学习模型实现了与完整数据集模型相比的或更高的性能.
- 观察到数据点,内存使用和训练时间的显著减少.
- 关键的结构-属性关系,如孔隙限制直径,在实质性的数据散散化下被保留.
结论:
- 黑洞策略是材料科学中机器学习的原则,节和强有力的方法.
- 它可以实现高效,可解释和可扩展的发现工作流.
- 该方法通过增强数据管理,可重复使用性和互操作性来推进FAIR数据实践.
相关概念视频
Network Covalent Solids
16.0K
Network covalent solids contain a three-dimensional network of covalently bonded atoms as found in the crystal structures of nonmetals like diamond, graphite, silicon, and some covalent compounds, such as silicon dioxide (sand) and silicon carbide (carborundum, the abrasive on sandpaper). Many minerals have networks of covalent bonds.
To break or to melt a covalent network solid, covalent bonds must be broken. Because covalent bonds are relatively strong, covalent network solids are typically...
To break or to melt a covalent network solid, covalent bonds must be broken. Because covalent bonds are relatively strong, covalent network solids are typically...
16.0K
Metal-Ligand Bonds
24.0K
The hemoglobin in the blood, the chlorophyll in green plants, vitamin B-12, and the catalyst used in the manufacture of polyethylene all contain coordination compounds. Ions of the metals, especially the transition metals, are likely to form complexes.
In these complexes, transition metals form coordinate covalent bonds, a kind of Lewis acid-base interaction in which both of the electrons in the bond are contributed by a donor (Lewis base) to an electron acceptor (Lewis acid). The Lewis acid in...
In these complexes, transition metals form coordinate covalent bonds, a kind of Lewis acid-base interaction in which both of the electrons in the bond are contributed by a donor (Lewis base) to an electron acceptor (Lewis acid). The Lewis acid in...
24.0K


