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My PhD thesis - Condensed Matter Theory - Imperial College London

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CHAPTER 4.<br />

ERRORS IN QMC SIMULATIONS<br />

Here M is the block length. If M is large enough, then successive values of Ōj will<br />

be uncorrelated; this occurs if M is greater than the correlation length of the data.<br />

The new error estimate is given by equation (4.25) with O i replaced by Ōi and N<br />

replaced by the number of blocks.<br />

If M is not sufficiently large then the blocking method gives an error estimate<br />

which is too small. Thus a way of determining the correct block length is to increase<br />

M until the calculated error reaches a plateau; this is then the best error estimate.<br />

This technique may not be possible if the correlation length is very long or there are<br />

insufficient sample points.<br />

In both VMC and DMC, the correlation length depends on the time step. If<br />

the time step is too small, then it takes many steps before a configuration changes<br />

significantly; however, if it is too large, then too many steps are rejected, and the<br />

time required to generate the next uncorrelated configuration is also large.<br />

4.4 Surface calculations<br />

There are several additional challenges which must must be met when dealing with<br />

surfaces, which will be detailed in the rest of this chapter.<br />

4.4.1 System geometry<br />

In order to study surfaces, it is usual to simulate slab systems (with two surfaces);<br />

using only a single surface creates problems with the boundary conditions.<br />

The aim is to model a slab with infinite extent in two dimensions, but the simulation<br />

cell must be finite; it is therefore normal to apply periodic boundary conditions<br />

to the cell. However, rather than applying these conditions in two dimensions, most<br />

surface calculations use fully three-dimensional periodicity. In addition, it is conventional<br />

to use the 3D version of the Ewald interaction; thus the system actually<br />

being simulated is a stack of slabs, as shown in figure 4.3.<br />

In density-functional and other mean-field calculations, this is not important.<br />

67

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