Related Experiment Video
Updated: Mar 7, 2026

Multiscale Sampling of a Heterogeneous Water/Metal Catalyst Interface using Density Functional Theory and Force-Field Molecular Dynamics
Published on: April 12, 2019
Assessing Generic Collective Variables for Determining Reaction Rates in Metadynamics Simulations
Christopher D Fu1, Luiz F L Oliveira1, Jim Pfaendtner1
1Department of Chemical Engineering, University of Washington , Seattle, Washington 98195, United States.
Choosing collective variables for metadynamics simulations is challenging. This study shows generic collective variables can accurately determine reaction rates and improve simulation efficiency.
Area of Science:
- Computational chemistry
- Molecular dynamics simulations
Background:
- Metadynamics simulations require careful selection of collective variables (CVs) for biasing, often demanding significant system-specific intuition.
- This selection process is a persistent challenge, hindering the broader application of metadynamics.
Purpose of the Study:
- To investigate the efficacy of generic collective variables in metadynamics simulations for determining reaction rates.
- To assess the simulation efficiency gains offered by these generic CVs compared to traditional methods.
Main Methods:
- Simulated two distinct reacting systems using the infrequent metadynamics method.
- Employed two types of generic collective variables: SPRINT coordinates and collective variable-driven hyperdynamics.
- Biased these generic CVs to recover reaction rates.
Main Results:
- Both SPRINT coordinates and collective variable-driven hyperdynamics successfully reproduced the reaction rates for the studied systems.
- The use of these generic CVs enhanced simulation efficiency compared to typical, system-specific CVs.
Conclusions:
- Generic collective variables, constructible with basic system knowledge, can effectively replace complex, intuition-based CVs in metadynamics.
- These generic approaches offer a more accessible and efficient pathway for calculating reaction rates in molecular simulations.
Related Concept Videos
Measuring Reaction Rates
Reaction Rate
The mathematical representation of the change in the concentration of reactants and products, over time, is the rate...
Reaction Mechanisms: Rate-limiting Step Approximation
Factors Influencing the Rate of Chemical Reactions
Concentration and Pressure:
The more particles present within a given space, the more likely those particles are to bump into one another....
Predicting Reaction Outcomes
Temperature Dependence on Reaction Rate
Atoms, molecules, or ions must collide before they can react with each other. Atoms must be close together to form chemical bonds. This premise is the basis for a theory that explains many observations regarding chemical kinetics, including factors affecting reaction rates.
The collision theory is based on the postulates that (i) the reaction rate is proportional to the rate of reactant collisions, (ii) the reacting species collide in an orientation allowing contact between...

