24.10.2014 Views

My PhD thesis - Condensed Matter Theory - Imperial College London

My PhD thesis - Condensed Matter Theory - Imperial College London

My PhD thesis - Condensed Matter Theory - Imperial College London

SHOW MORE
SHOW LESS

Create successful ePaper yourself

Turn your PDF publications into a flip-book with our unique Google optimized e-Paper software.

CHAPTER 3.<br />

QUANTUM MONTE CARLO METHODS<br />

a single particle; the diffusion takes place in Nd dimensions, where N is the number<br />

of particles and d is the dimension of the physical space.<br />

The challenge is to incorporate the potential into the simulation. This can be<br />

achieved by assigning a weight w i to each walker; the weights are allowed to vary<br />

as the walker explores configuration space, and ultimately the density of the walker<br />

weights (rather than the walkers themselves) is used to represent Ψ. Neglecting the<br />

diffusion term in equation (3.28) leaves the following rate equation:<br />

which has the solution<br />

∂Ψ(R, τ)<br />

∂τ<br />

= −V (R)Ψ(R, τ) (3.29)<br />

Ψ(R, τ) = Ψ(R, 0)e −τV (R) . (3.30)<br />

The potential has the effect of increasing the wave function where V is negative,<br />

and decreasing it where V is positive. When a walker arrives at the position R, its<br />

weight should be multiplied by e −τV (R) , in accordance with equation (3.30). After<br />

n steps of size ∆τ, the walker’s weight becomes<br />

[<br />

n∑<br />

w i (n∆τ) = exp −∆τ V ( R i (m∆τ) )] . (3.31)<br />

m=1<br />

In fact, the weight of a walker should reflect the whole path in configuration<br />

space along which it has travelled; however, in a simulation, the complete path of<br />

the walker is not specified because walkers must move in discrete steps.<br />

This is<br />

a very important point: the procedure described here is valid only for small time<br />

steps, when the potential V can be assumed to remain constant over the course of<br />

a move. In the limit of infinitely small time steps, the walker weight becomes<br />

[ ∫ τ<br />

−<br />

as it should.<br />

lim w i (τ) = exp<br />

∆τ→0<br />

n∆τ=τ<br />

0<br />

V ( R i (τ ′ ) ) dτ ′ ]<br />

, (3.32)<br />

The difference between the simple diffusion equation and the imaginary-time<br />

Schrödinger equation is that the Green’s function for the latter is not known precisely.<br />

The simulation technique outlined here is equivalent to using an approximation<br />

to the Green’s function which is valid for short time steps.<br />

39

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!