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相关概念视频

Interfacial Electrochemical Methods: Overview01:06

Interfacial Electrochemical Methods: Overview

767
Interfacial electrochemical methods focus on the phenomena occurring at the boundary between an electrode and a solution, as opposed to bulk methods that concentrate on the solution's overall properties. These interfacial methods are classified as either static or dynamic based on the presence of a nonzero current in the electrochemical cell and the consistency of analyte concentrations. Static methods, such as potentiometry, measure the cell's potential without any significant current...
767
Electrostatic Boundary Conditions in Dielectrics01:27

Electrostatic Boundary Conditions in Dielectrics

1.8K
When an electric field passes from one homogeneous medium to another, crossing the boundary between the two mediums imparts a discontinuity in the electric field. This results in electrostatic boundary conditions that depend on the type of mediums the field propagates through.
Consider a case where both the mediums across a boundary are two different dielectric materials. Recall that the electric field and electric displacement are proportional and related through the material's permittivity....
1.8K
Energetics of Solution Formation02:35

Energetics of Solution Formation

7.3K
The formation of a solution is an example of a spontaneous process, which is a process that occurs under specified conditions without energy from some external source.
When the strengths of the intermolecular forces of attraction between solute and solvent species in a solution are no different than those present in the separated components, the solution is formed with no accompanying energy change. Formation of the solution requires the solute–solute and solvent–solvent...
7.3K
Intermolecular Forces03:13

Intermolecular Forces

68.6K
Atoms and molecules interact through bonds (or forces): intramolecular and intermolecular. The forces are electrostatic as they arise from interactions (attractive or repulsive) between charged species (permanent, partial, or temporary charges) and exist with varying strengths between ions, polar, nonpolar, and neutral molecules. The different types of intermolecular forces are ion–dipole, dipole–dipole, hydrogen bonds, and dispersion; among these, dipole–dipole, hydrogen...
68.6K
Electrostatic Boundary Conditions01:16

Electrostatic Boundary Conditions

894
Consider an external electric field propagating through a homogeneous medium. When the electric field crosses the surface boundary of the medium, it undergoes a discontinuity. The electric field can be resolved into normal and tangential components. The amount by which the field changes at any boundary is given by the difference between the field components above and below the surface boundary.
The surface integral of an electric field is given by Gauss's law in integral form and is related to...
894
Theories of Dissolution: The Danckwerts' Model and Interfacial Barrier Model01:09

Theories of Dissolution: The Danckwerts' Model and Interfacial Barrier Model

735
Various dissolution theories provide insight into the factors that influence the dissolution rate. Danckwerts' Model suggests that turbulence, rather than a stagnant layer, characterizes the dissolution medium at the solid-liquid interface. In this model, the agitated solvent contains macroscopic packets that move to the interface via eddy currents, facilitating the absorption and delivery of the drug to the bulk solution. The regular replenishment of solvent packets maintains the...
735

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Updated: Jan 6, 2026

Rapid in-silico Battery Electrolyte Electrochemical Reaction Generation using 3T-VASP Multi-Scale Energy Minimization
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Rapid in-silico Battery Electrolyte Electrochemical Reaction Generation using 3T-VASP Multi-Scale Energy Minimization

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机器学习电气化固体-液体接口的能量学

Nicolas Bergmann1, Nicéphore Bonnet2, Nicola Marzari2

  • 1Fritz-Haber-Institut der Max-Planck-Gesellschaft, Faradayweg 4-6, D-14195 Berlin, Germany.

Physical review letters
|October 19, 2025
PubMed
概括
此摘要是机器生成的。

我们开发了一种机器学习 (ML) 方法,准确预测电气化金属表面的能量. 这种方法通过考虑电荷诱导的位点切换来解释金属表面上分子的pH依赖吸附.

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The Preparation of Electrohydrodynamic Bridges from Polar Dielectric Liquids
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科学领域:

  • 计算化学计算化学
  • 材料科学 材料科学 材料科学
  • 表面科学是一门学科.

背景情况:

  • 了解电化金属表面的能量是催化和电化学的关键.
  • 现有的方法很难有效地将应用电偏差对表面特性的影响纳入其中.

研究的目的:

  • 开发一种新的机器学习 (ML) 方法,用于准确计算电气化金属表面的能量.
  • 扩展ML的原子间潜力,包括到第二阶的有限偏差效应.

主要方法:

  • 一种响应增强的ML方法,使用本地描述符来学习工作功能.
  • 纳入Born有效收费以稳定ML模型.
  • 将ML原子间潜能架构扩展到二次偏差效应.

主要成果:

  • ML方法有效地捕捉了因偏差电荷而产生的能量变化.
  • 证明了对电气化金属表面的能量的准确预测.
  • 合理化了的吸附位点偏好的pH依赖性对Cu上的OH{100}.

结论:

  • 开发的ML方法提供了一种有效和准确的方法来研究电气化金属表面.
  • 这些发现为影响分子吸附的电荷诱导的位点切换现象提供了见解.
  • 这项工作使人们能够更好地理解和设计电化学系统.