Grand Canonical Ensemble Modeling of Electrochemical Interfaces Made Simple.
Zhaoming XiaHai XiaoPublished in: Journal of chemical theory and computation (2023)
Grand canonical ensemble (GCE) modeling of electrochemical interfaces, in which the electrochemical potential is converged to a preset constant, is essential for understanding electrochemistry and electrocatalysis at the electrodes. However, it requires developing efficient and robust algorithms to perform practical and effective GCE modeling with density functional theory (DFT) calculations. Herein, we developed an efficient and robust fully converged constant-potential (FCP) algorithm based on Newton's method and a polynomial fitting to calculate the necessary derivative for DFT calculations. We demonstrated with the constant-potential geometry optimization and Born-Oppenheimer molecular dynamics (BOMD) calculations that our FCP algorithm is resistant to the numerical instability that plagues other algorithms, and it delivers efficient convergence to the preset electrochemical potential and renders accurate forces for updating the nuclear positions of an electronically open system, outperforming other algorithms. The implementation of our FCP algorithm enables flexibility in using various computational codes and versatility in performing advanced tasks including the constant-potential enhanced-sampling BOMD simulations that we showcased with the modeling of the electrochemical hydrogenation of CO, and it is thus expected to find a wide spectrum of applications in the modeling of chemistry at electrochemical interfaces.
Keyphrases
- density functional theory
- molecular dynamics
- machine learning
- gold nanoparticles
- deep learning
- ionic liquid
- molecularly imprinted
- label free
- molecular dynamics simulations
- human health
- working memory
- primary care
- neural network
- molecular docking
- risk assessment
- convolutional neural network
- mass spectrometry
- electron transfer
- liquid chromatography
- climate change
- solid phase extraction
- preterm infants
- preterm birth
- simultaneous determination