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My PhD thesis - Condensed Matter Theory - Imperial College London

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CHAPTER 3.<br />

QUANTUM MONTE CARLO METHODS<br />

as long as τ is large. Rearranging this formula gives<br />

This is the motivation for the growth estimator<br />

E 0 = E T (τ) − 1<br />

∆τ ln 〈<br />

M(τ + ∆τ)<br />

〉<br />

〈<br />

M(τ)<br />

〉 . (3.69)<br />

E growth (τ) = E T (τ) − 1<br />

∆τ<br />

M(τ + ∆τ)<br />

ln . (3.70)<br />

M(τ)<br />

More than one time step can be included in the growth estimator; however, E T<br />

is updated after every step, and this effect must then be unravelled.<br />

The same<br />

‘unravelling’ procedure can also be applied to the mixed estimator to account for<br />

changes in E T [79].<br />

When<br />

[Ĥ, Ô] ≠ 0, the mixed estimator is no longer equal to the ground-state<br />

expectation value O 0 . However, although now more difficult, it is still possible to<br />

construct an estimator for this quantity by combining the mixed estimate with the<br />

VMC result, O VMC . The extrapolated estimator is<br />

O ext = 2O mixed − O VMC . (3.71)<br />

To see why this estimator works, consider the integrals which the VMC and mixed<br />

estimators attempt to solve:<br />

O VMC →<br />

∫<br />

ΨT (R)ÔΨ T (R) dR<br />

∫<br />

Ψ<br />

2<br />

T<br />

(R) dR<br />

(3.72)<br />

O mixed →<br />

∫<br />

Φ0 (R)ÔΨ T (R) dR<br />

∫<br />

Φ0 (R)Ψ T (R) dR . (3.73)<br />

Suppose that the trial wave function differs from the true wave function only slightly,<br />

so that<br />

Ψ T = Φ 0 + ∆Φ. (3.74)<br />

Then substitution shows that the extrapolated estimator samples<br />

(∫<br />

Φ0<br />

2<br />

(R)ÔΨ ) ∫<br />

T (R) dR ΨT<br />

∫ −<br />

(R)ÔΨ ∫<br />

T (R) dR Φ0<br />

∫ =<br />

(R)ÔΦ 0(R) dR<br />

∫<br />

Φ0 (R)Ψ T (R) dR<br />

Ψ<br />

2<br />

T<br />

(R) dR<br />

Φ<br />

2<br />

0 (R) dR<br />

+ O [ (∆Φ) 2]<br />

(3.75)<br />

= O 0 + O [ (∆Φ) 2] ,<br />

so that the error in the extrapolated estimate is of order (∆Φ) 2 . However, in order<br />

for this method to be useful, the trial wave function must be of very high quality.<br />

51

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