大法典蒙特卡洛模拟用于金属表面的吸附,使用神经网络潜力
Tomoya Kanno1, Tatsushi Ikeda1, Akira Nakayama1
1Department of Chemical System Engineering, The University of Tokyo, Tokyo 113-8656, Japan.
Journal of chemical theory and computation
|October 30, 2025
概括
这项研究使用先进的模拟来探索在,和表面的吸附. 研究结果揭示了温度和压力如何影响原子的行为,这对于开发更好的催化剂和储存材料至关重要.
科学领域:
- 材料科学 材料科学 材料科学
- 计算化学计算化学
- 表面科学是一门学科.
背景情况:
- 在金属表面上吸附是催化和储存的关键.
- 这些相互作用的准确模拟在计算上具有挑战性.
研究的目的:
- 使用先进的模拟技术研究Pt,Pd和Ir表面的吸附.
- 开发和验证用于表面现象的高保真性,计算可行的神经网络潜力.
主要方法:
- 大法典的蒙特卡洛模拟与基于密度函数理论的神经网络潜力相结合.
- 纳入修改的空腔偏差,通用的混合蒙特卡洛和复制品交换方法,以进行高效的采样.
- 精制神经网络潜能,使用额外的损失条款来准确地预测吸附能量.
主要成果:
- 通过在各种温度和压力下有效采样原子配置.
- 对金属表面的密度概况进行了可靠准确的分析.
- 温度和压力对原子配置和表面相互作用的影响得到了阐明.
结论:
- 该研究证明了神经网络潜力的有效性,用于复杂的表面现象的高保真模拟.
- 这些发现为优化催化和储存材料提供了关键的见解.
- 先进的模拟方法使我们能够更深入地了解不同热力学条件下的金属表面相互作用.
更多相关视频
14:11Quantification of Hydrogen Concentrations in Surface and Interface Layers and Bulk Materials through Depth Profiling with Nuclear Reaction Analysis
Published on: March 29, 2016
27.5K
08:40Synthesis of Metal Nanoparticles Supported on Carbon Nanotube with Doped Co and N Atoms and its Catalytic Applications in Hydrogen Production
Published on: December 6, 2021
4.1K
相关概念视频
Hybridization of Atomic Orbitals I
65.0K
The mathematical expression known as the wave function, ψ, contains information about each orbital and the wavelike properties of electrons in an isolated atom. When atoms are bound together in a molecule, the wave functions combine to produce new mathematical descriptions that have different shapes. This process of combining the wave functions for atomic orbitals is called hybridization and is mathematically accomplished by the linear combination of atomic orbitals. The new orbitals that...
65.0K
Hybridization of Atomic Orbitals II
47.5K
sp3d and sp3d 2 Hybridization
47.5K
Hydrogen Bonds
12.9K
A hydrogen bond is formed when a weakly positive hydrogen atom already bonded to one electronegative atom (for example, the oxygen in the water molecule) is attracted to another electronegative atom from another polar molecule, such as water (H2O), hydrogen fluoride (HF), or ammonia (NH3). The huge electronegativity difference between the H atom (2.1) and the atom to which it is bonded (4.0 for an F atom, 3.5 for an O atom, or 3.0 for an N atom), combined with the very small size of an H atom...
12.9K
Hydrogen Bonds
129.5K
Hydrogen bonds are weak attractions between atoms that have formed other chemical bonds. One of these atoms is electronegative, like oxygen, and has a partial negative charge. The other is a hydrogen atom that has bonded with another electronegative atom and has a partial positive charge.
Hydrogen Bonds Control the World!
Because hydrogen has very weak electronegativity when it binds with a strongly electronegative atom, such as oxygen or nitrogen, electrons in the bond are unequally shared....
Hydrogen Bonds Control the World!
Because hydrogen has very weak electronegativity when it binds with a strongly electronegative atom, such as oxygen or nitrogen, electrons in the bond are unequally shared....
129.5K
Maxwell-Boltzmann Distribution: Problem Solving
2.8K
Individual molecules in a gas move in random directions, but a gas containing numerous molecules has a predictable distribution of molecular speeds, which is known as the Maxwell-Boltzmann distribution, f(v).
This distribution function f(v) is defined by saying that the expected number N (v1,v2) of particles with speeds between v1 and v2 is given by
This distribution function f(v) is defined by saying that the expected number N (v1,v2) of particles with speeds between v1 and v2 is given by
2.8K
