Related Experiment Video
Updated: Mar 1, 2026

Rapid in-silico Battery Electrolyte Electrochemical Reaction Generation using 3T-VASP Multi-Scale Energy Minimization
Published on: August 22, 2025
Rich Dynamics Underlying Solution Reactions Revealed by Sampling and Data Mining of Reactive Trajectories
Jun Zhang1, Zhen Zhang1, Yi Isaac Yang1
1Institute of Theoretical and Computational Chemistry, College of Chemistry and Molecular Engineering and Biodynamic Optical Imaging Center, Peking University, Beijing 100871, China.
This study reveals how solvent dynamics significantly accelerate chemical reactions in water. Complex solvent-solute interactions create heterogeneous and oscillatory reaction paths, impacting reaction rates.
Area of Science:
- Chemical Dynamics
- Computational Chemistry
- Physical Chemistry
Background:
- Chemical reactions in solution are influenced by complex solvent-solute interactions.
- Understanding reaction mechanisms requires detailed analysis of thermodynamics, kinetics, and dynamics.
Purpose of the Study:
- To systematically investigate the thermodynamics, kinetics, and molecular dynamics of chemical reactions in solution.
- To optimize reaction coordinates for a (retro-)Claisen rearrangement in water using a Bayesian learning algorithm.
Main Methods:
- Efficient sampling in configuration and trajectory spaces.
- Data mining for mechanism analysis.
- Bayesian learning algorithm for variational optimization of reaction coordinates.
Main Results:
- Identified coupling between bond formation/breakage, intramolecular charge separation, and dipole change.
- Observed significant dynamic solvent effects accelerating the Claisen rearrangement in water.
- Found coupling between vibrational modes, solvation states, and reaction dynamics, leading to heterogeneous and oscillatory reaction paths.
- Interpreted reaction rates using Kramers' theory with a diffusion term for solvent-solute interactions.
Conclusions:
- Solvent-solute interactions profoundly influence reaction dynamics and energy transfer in homogeneous solutions.
- Reaction mechanisms in solution can be highly complex due to dynamic solvent effects.
- Computational methods provide detailed insights into reaction pathways and solvent influences.
Related Concept Videos
Radical Reactivity: Overview
Measuring Reaction Rates
Predicting Reaction Outcomes
Dynamic Equilibrium
Support Reactions in Three Dimensions
Ball and Socket Joint is one of the supports allowing free rotation about any axis. This freedom of rotation is...
Introduction to Chemical Reactions

