从单独的组成描述器来对热力学稳定性的异常检测驱动选.
Keisuke Makino1, Yudai Yamaguchi1, Naoto Tanibata1
1Department of Advanced Ceramics, Nagoya Institute of Technology, Nagoya, Aichi 466-8555, Japan.
The journal of physical chemistry letters
|February 10, 2026
概括
这项研究引入了一种自编码异常探测器,使用组合数据来预测材料的合成性. 该模型识别了不稳定的材料,并揭示了影响其形成的因素,如元素对和电荷平衡.
科学领域:
- 材料科学 材料科学 材料科学
- 计算材料科学科学 计算材料科学
- 在材料中的机器学习
背景情况:
- 材料信息学往往忽略了在现有数据库中不存在的新作曲.
- 发现新材料需要有效的方法来探索广的组成空间.
研究的目的:
- 开发一种基于组合的异常检测模型,用于预测材料的合成性.
- 确定影响新材料稳定性和潜在形成的关键特征.
主要方法:
- 从材料项目数据库中对稳定和几乎稳定的无机化合物进行了自编码模型的训练.
- 重建错误 (根平均平方错误 - RMSE) 被用作异常得分.
- 对元素对及其电子配置 (spdf产品) 进行了特征重要性分析.
主要成果:
- 该模型的RMSE与热力学不稳定性 (船体上方的能量) 相相关.
- 在模拟氧化物中偏离电荷中立性增加了RMSE,即使没有明确的电荷信息.
- 元素对,特别是它们的spdf产物,是RMSE的关键预测因素,其中一些对如 (Ta) 显示一致的偏差.
结论:
- 只有组合的自动编码器可以预测材料的合成性,并识别潜在的不稳定性.
- 元素对属性和电子配置显著影响材料形成.
- 该模型为探索材料信息学中未注册的组成提供了一个框架.
相关概念视频
Third Law of Thermodynamics
22.1K
A pure, perfectly crystalline solid possessing no kinetic energy (that is, at a temperature of absolute zero, 0 K) may be described by a single microstate, as its purity, perfect crystallinity,and complete lack of motion means there is but one possible location for each identical atom or molecule comprising the crystal (W = 1). According to the Boltzmann equation, the entropy of this system is zero.
22.1K
Second Law of Thermodynamics
27.1K
In the quest to identify a property that may reliably predict the spontaneity of a process, a promising candidate has been identified: entropy. Processes that involve an increase in entropy of the system (ΔS > 0) are very often spontaneous; however, examples to the contrary are plentiful. By expanding consideration of entropy changes to include the surroundings, a significant conclusion regarding the relation between this property and spontaneity may be reached. In thermodynamic models, the...
27.1K
Second Law of Thermodynamics
68.7K
The Second Law of Thermodynamics states that entropy, or the amount of disorder in a system, increases each time energy is transferred or transformed. Each energy transfer results in a certain amount of energy that is lost—usually in the form of heat—that increases the disorder of the surroundings. This can also be demonstrated in a classic food web. Herbivores harvest chemical energy from plants and release heat and carbon dioxide into the environment. Carnivores harvest the...
68.7K
First Law of Thermodynamics
80.9K
The First Law of Thermodynamics states that energy cannot be created or destroyed, only transformed. This can be demonstrated within a classic food web where light energy from the sun is harnessed as radiant energy by plants, converted into chemical energy, and stored as complex carbohydrates. The vegetation is then consumed by animals and during the digestion process, the sugars release energy as heat. The sugars also produce chemical energy that either gets used up doing work, stored in...
80.9K
First Law of Thermodynamics
41.2K
Energy Conservation
41.2K
Classifying Matter by Composition
91.0K
Matter: Pure Substances and Mixtures
According to its composition, the matter can be classified into two broad categories — pure substances and mixtures.
A pure substance is a form of matter that has a constant composition throughout with uniform properties. For example, any sample of sucrose has the same composition and same physical properties, such as melting point, color, and sweetness, regardless of the source from which it is isolated.
A mixture is composed of two or...
According to its composition, the matter can be classified into two broad categories — pure substances and mixtures.
A pure substance is a form of matter that has a constant composition throughout with uniform properties. For example, any sample of sucrose has the same composition and same physical properties, such as melting point, color, and sweetness, regardless of the source from which it is isolated.
A mixture is composed of two or...
91.0K


