从第一原则计算水的热容量
Motoyuki Shiga1, Jan Elsner2,3, Jörg Behler2,3
1Center for Computational Science and e-Systems, Japan Atomic Energy Agency, Kashiwa, Chiba 277-0871, Japan.
The Journal of chemical physics
|October 6, 2025
概括
研究人员使用机器学习潜力和高效途径积分分子动力学 (PIMD) 模拟器精确模拟了水的高热容量. 这种方法显著降低了理解水的热性质的计算成本.
科学领域:
- 物理化学 物理化学
- 计算材料科学科学 计算材料科学
背景情况:
- 水具有显著的热性能,包括高热容量,对于生物和气候调节至关重要.
- 从第一原理了解水的热容量需要精确的模拟,包括核量子效应.
研究的目的:
- 从第一原理开发一种计算效率高的方法来确定水的热容量.
- 为了研究水的热能储存和传输特性的微观起源.
主要方法:
- 利用了来自密度函数理论 (DFT) 计算的高维神经网络潜力.
- 采用一个高效的途径积分分子动力学 (PIMD) 算法与并行计算.
- 用128个珠进行了4ns的模拟,以获得汇聚的热容量数据.
主要成果:
- 使用机器学习潜力实现了PIMD模拟计算成本的显著降低.
- 获得了融合热容量数据,显示了与revPBE0-D3函数的实验值的良好一致.
- 证明了用于热力学属性计算的增强PIMD算法的有效性.
结论:
- 开发的方法为定量研究水和水溶液的热力学特性提供了一个有希望的框架.
- 机器学习潜力与高效的PIMD模拟相结合,可以准确且经济高效地模拟水中的量子效应.
相关概念视频
Enthalpy
47.4K
Chemists ordinarily use a property known as enthalpy (H) to describe the thermodynamics of chemical and physical processes. Enthalpy is defined as the sum of a system’s internal energy (E) and the mathematical product of its pressure (P) and volume (V):
47.4K
Entropy
3.5K
The first law of thermodynamics is quantitatively formulated via an equation relating the internal energy of a system, the heat exchanged by it, and the work done on it. A quantitative formulation of the second law of thermodynamics leads to defining a state function, the entropy.
When an ideal gas expands isothermally, the disorder in the gas increases. From the molecular perspective, the gas molecules have more volume to move around in.
Consider an infinitesimal step in the expansion, which...
When an ideal gas expands isothermally, the disorder in the gas increases. From the molecular perspective, the gas molecules have more volume to move around in.
Consider an infinitesimal step in the expansion, which...
3.5K
Quantifying Heat
61.7K
Thermal Energy Microscopically, thermal energy is the kinetic energy associated with the random motion of atoms and molecules. Temperature is a quantitative measure of “hot” or “cold”, which depends on the amount of thermal energy. When the atoms and molecules in an object are moving or vibrating quickly, they have a higher average kinetic energy (KE) (or higher thermal energy), and the object is perceived as “hot”, or it is described as being at a higher temperature. When the...
61.7K
First Law Of Thermodynamics: Problem-Solving
3.7K
The first law of thermodynamics states that the change in internal energy of the system is equal to the net heat transfer into the system minus the net work done by the system. This equation is a generalized form of energy conservation and can be applied to any thermodynamic process.
The following strategies can be used to solve any problem involving the first law of thermodynamics.
The following strategies can be used to solve any problem involving the first law of thermodynamics.
3.7K
Heat Capacity: Problem-Solving
1.5K
The heat capacity of a gas is the amount of heat energy required to raise the temperature of a unit mass of gas by one degree Celsius. It is an important thermodynamic property of gases, and its determination is essential in many industrial and scientific applications. Here are the steps to solve problems related to the heat capacities of gases:
Determine the type of gas: The heat capacity of a gas depends on its molecular structure and the degree of freedom of its molecules. Different types of...
Determine the type of gas: The heat capacity of a gas depends on its molecular structure and the degree of freedom of its molecules. Different types of...
1.5K
Heat Capacities of an Ideal Gas I
4.2K
Heat capacity is the ratio of heat absorbed by the substance corresponding to its temperature change. It is also called thermal capacity and the SI unit of heat capacity is J/K. Whereas, specific heat capacity is defined as the amount of heat necessary to change the temperature of 1 kg of a substance by 1 K and is also called massic heat capacity. Its SI unit is J/kg⋅K.
Molar heat capacity quantifies the ratio of the amount of heat added (or removed) to increase (or decrease) the...
Molar heat capacity quantifies the ratio of the amount of heat added (or removed) to increase (or decrease) the...
4.2K


