Skip to content

MathJax

MathJax

Gregory Dosh

To be applicable, the Lennard-Jones potential function is converted first into coordinates instead of radius distances so that exact positions can extrapolated instead of arbitrary distances which may not be feasible in certain circumstances or require higher dimensions. The function is changed using the Euclidean distance in place of the radius.

$$ V_{LJ} = \sum_{i} \left[ \frac{4}{\sqrt{(x_i-x_j)^2+(y_i-y_j)^2+(z_i-z_j)^2}^{12}} - \frac{4}{\sqrt{(x_i-x_j)^2+(y_i-y_j)^2+(z_i-z_j)^2}^{6}} \right] $$

Then the process becomes solving for each \(x\), \(y\), and \(z\) coordinate for the atoms. When looking at 2 atoms the objective function has 6 variables and is already more complex than solving the simple 2 dimensional minimum of the Rosenbrock function.

$$ \text{min}~V_{LJ}=\left[ \frac{4}{\sqrt{(x_1-x_2)^2+(y_1-y_2)^2+(z_1-z_2)^2}^{12}} - \frac{4}{\sqrt{(x_1-x_2)^2+(y_1-y_2)^2+(z_1-z_2)^2}^{6}} \right] $$

Some of this complexity can be avoided by setting one atom at the origin to be the reference for the coordinates of the remaining atoms.

A math plot showing the gradient topography of the Rosebrock function in 3D.
A 3D Graph of the Rosenbrock Function
A math plot showing the gradient topography of the Rosebrock function in 2D. A line traces a path across a relatively flat looking portion of the graph.
A 2D Graph of the Rosenbrock Function w/ Conjugate Gradient
Nelder-Mead - Rosenbrock Function

Close ❌ Next 
$$ V_{LJ} = \sum_{i} \left[ \frac{4}{\sqrt{(x_i-x_j)^2+(y_i-y_j)^2+(z_i-z_j)^2}^{12}} - \frac{4}{\sqrt{(x_i-x_j)^2+(y_i-y_j)^2+(z_i-z_j)^2}^{6}} \right] $$
$$ \text{min}~V_{LJ}=\left[ \frac{4}{\sqrt{(x_1-x_2)^2+(y_1-y_2)^2+(z_1-z_2)^2}^{12}} - \frac{4}{\sqrt{(x_1-x_2)^2+(y_1-y_2)^2+(z_1-z_2)^2}^{6}} \right] $$
Nelder-Mead - Rosenbrock Function
A math plot showing the gradient topography of the Rosebrock function in 3D.
A 3D Graph of the Rosenbrock Function
 Prev Close ❌
A math plot showing the gradient topography of the Rosebrock function in 2D. A line traces a path across a relatively flat looking portion of the graph.
A 2D Graph of the Rosenbrock Function w/ Conjugate Gradient

Settings

Theme

Selected
Article

Font Size: