Time-propagation algorithms in molecular dynamics: Difference between revisions
No edit summary |
No edit summary |
||
Line 1: | Line 1: | ||
In molecular dynamics simulations, the positions <math>\mathbf{r}_{i}(t)</math> and velocities <math>\mathbf{v}_{i}(t)</math> are monitored as functions of time <math>t</math>. This time dependence is obtained by integrating Newton's equations of motion. To solve the equations of motion, various integration algorithms have been developed. The time dependence of a particle can be expressed in a Taylor expansion | |||
In molecular dynamics simulations the positions <math>\mathbf{r}_{i}(t)</math> | |||
The time dependence of a particle can be expressed in a Taylor expansion | |||
::<math> | ::<math> | ||
\mathbf{r}_{i}(t+\Delta t) = \mathbf{r}_{i}(t) + \mathbf{v}_{i}(t)\Delta t + \frac{\mathbf{F}_{i}}{2m}(t)\Delta t^{2} + \frac{\partial^{3} \mathbf{r}_{i}(t)}{\partial t^{3}}\Delta t^{3} + \mathcal{O}(\Delta t^{4}) | \mathbf{r}_{i}(t+\Delta t) = \mathbf{r}_{i}(t) + \mathbf{v}_{i}(t)\Delta t + \frac{\mathbf{F}_{i}}{2m}(t)\Delta t^{2} + \frac{\partial^{3} \mathbf{r}_{i}(t)}{\partial t^{3}}\Delta t^{3} + \mathcal{O}(\Delta t^{4}) | ||
Line 20: | Line 18: | ||
</math> | </math> | ||
=== Velocity-Verlet Integration scheme === | === Velocity-Verlet Integration scheme === | ||
The Velocity-Verlet algorithm can be decomposed into the following steps: | |||
<ol> | <ol> | ||
<li><math>\mathbf{v}_{i}(t + \frac{1}{2}\Delta t)=\mathbf{v}_{i}(t)+\frac{\mathbf{F}_{i}(t)}{2m_{i}}\Delta t</math></li> | <li><math>\mathbf{v}_{i}(t + \frac{1}{2}\Delta t)=\mathbf{v}_{i}(t)+\frac{\mathbf{F}_{i}(t)}{2m_{i}}\Delta t</math></li> | ||
<li> | <li><math>\mathbf{r}_{i}(t + \Delta t) = \mathbf{r}_{i}(t) + \mathbf{v}_{i}(t + \frac{1}{2}\Delta t)\Delta t</math></li> | ||
<li> | <li>compute forces from density functional theory or machine learning</li> | ||
<li><math>\mathbf{v}_{i}(t + \Delta t)=\mathbf{v}_{i}(t+\frac{1}{2}\Delta t)+\frac{\mathbf{F}_{i}(t+\frac{1}{2}\Delta t)}{2m_{i}}\Delta t</math></li> | |||
</ol> | </ol> | ||
From these equations it can be seen that the velocity and the position vectors are synchronous in time. | |||
=== Leap-Frog Integration scheme === | === Leap-Frog Integration scheme === | ||
Another form of the Verlet algorithm can be written in the form of the Leap-Frog algorithm. The Leap-Frog algorithm consists of the following steps: | |||
Revision as of 19:02, 16 October 2024
In molecular dynamics simulations, the positions and velocities are monitored as functions of time . This time dependence is obtained by integrating Newton's equations of motion. To solve the equations of motion, various integration algorithms have been developed. The time dependence of a particle can be expressed in a Taylor expansion
A backward propagation in time by a time step can be obtained in a similar way
Adding these two equation gives and rearrangement gives the Verlet algorithm
The Verlet algorithm can be rearranged to the Velocity-Verlet algorithm by inserting
Velocity-Verlet Integration scheme
The Velocity-Verlet algorithm can be decomposed into the following steps:
- compute forces from density functional theory or machine learning
From these equations it can be seen that the velocity and the position vectors are synchronous in time.
Leap-Frog Integration scheme
Another form of the Verlet algorithm can be written in the form of the Leap-Frog algorithm. The Leap-Frog algorithm consists of the following steps:
MDALGO | thermostat | integration algorithm |
---|---|---|
0 | Nose-Hoover | Velocity-Verlet |
1 | Andersen | Leap-Frog |
2 | Nose-Hoover | Leap-Frog |
3 | Langevin | Velocity-Verlet |
4 | NHC | Leap-Frog |
5 | CSVR | Leap-Frog |