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Cluster Mean-field approach using DMRG
IFW Dresden, TU Dresden
Satoshi Nishimoto
Contents• Why cluster mean-field?
• Traditional Mean-field theory
• Cluster mean-field approach
• Application to quantum systems
- 1D charge-ordered systems
- 2D frustrated spin system
- 1D and 2D frustrated Hubbard system
- 2D Hubbard systems
- 3D Hubbard system
• Summary and outlook
Why cluster mean-field (CMF) ?
• System size is limited in numerical methods like exact-diagonalization, density-matrix renormalization group methods.
• In general, finite-size scaling analysis is necessary for quantitative discussion on physical quantities and quantum critical point. However, it is quite hard for 2D and 3D quantum systems.
• Can a quantitative discussion be allowed without finite-size scaling?
• High potential of mean-field theory + numerical simulations?
Our aim: to study 2D or 3D quantum systems with CMF + DMRG.
In this presentation, I report the performance of the CMF analysis using exact diagonalization and DMRG (with small clusters).
Mean-field approach a critical point can be estimated with a fixed system size.
MF approximation for the Hubbard model
Four-fermion terms of the interaction is split into two-fermion terms by replacing a pair of a creation and annihilation operator by its expectation value.
D.R. Pann, Phys. Rev. 142, 350 (1966).
Problems of the MF approximation
• The tendencies to symmetry breaking is overestimated since correlations between electrons are totally ignored.
• The importance of the magnetic degrees of freedom is overestimated.
In the Hubbard model,
The MF theory cannot provide a deeper understanding of magnetic moments and the metal-insulator transition, which is actually dominated by electron-electron correlations.
e.g.,- The gap opens for all U>0 on the bipartite-lattice Hubbard model.- It is difficult to apply to non-bipartite (frustrated) systems.
Cluster mean-field approach
• Only a part of cluster (site and/or bond) is replaced by mean field.
• Electron-electron correlations and charge fluctuations can be taken into account within the cluster size.
• As in the classical mean-field theory the local mean field is obtained self-consistently.
mean field
Exactly solved using ED, DMRG, QMC, etc.
cf. dynamical mean-field theory
DMFT can give accurate results even with small cluster
15-site cluster (1 solver + 14 bath sites) can reproduce the 1/U-expansion results very well.
U=5
U=6
Line: 2nd-order of 1/USquares: DMFT + ED
M.P. Eastwood, F. Gebhard, E. Kalinowski, SN, and R.M. Noack, Eur. Phys. J. B 35, 155 (2003).
Infinite-dimensional Hubbard model
Application to the 1D fermion systems- how to implement the CMF -
Spinless-fermion t-V model
The mean-field approximation is applied only on the edge sites 1 and L.
The mean field is replaced by the ``mean-field bond’’ connecting between the sites 1 and L:
The mean fields and are obtained self-consistently (iteratively).
0 1 2 3
-0.4
-0.2
0
0.2
0.4
Jz/J<
S z
i> L=8
L=12
Spinless t-V model vs. XXZ spin model1D XXZ Heisenberg model
0 1 2 3 4 5 60
0.2
0.4
0.6
0.8
1
V/t
<n
i> L=8
L=12
1D spinless t-V model
Entanglement spectra around the transition
0 1 2 3 4 5 60
0.2
0.4
0.6
0.8
1
V/t
<n
i> L=8
L=12
2.0 2.4 2.8
V t/
Entanglement entropy
: Eigenvalues of the reduced density matrix
1D t-U-V model at quarter filling
1D quarter-filled t-U-V model
S. Ejima, F. Gebhard, and SN, Europhys. Lett. 70, 492 (2005). H. Seo and H. Fukuyama, J. Phys. Soc. Jpn. 66, 1249 (1997).
DMRG
3.75
5
4kF Chrage ordering for large U/t and V/t
Fast convergence with system size
2 3 4 5 60
0.2
0.4
0.6
0.8
1U/t = 5
V/t
L = 8
L = 12
DMRG(up to 256 sites)
Application to the 2D frustrated spin system- the CMF works for higher dimensional system? -
Neel order of the J1-J2 model on honeycomb lattice
24-site PBC cluster
3 4 6
87 9
5
10
22
11 12 13 14
15 16 17 18
19 20 21
23 24
1 2
N=24, 54, 96 with DMRG + finite-size scaling
R. Ganesh, J. van den Brink, and SN, PRL 110, 127203 (2013).
Suppression of the Neel order by the frustration
0 0.1 0.20
0.1
0.2
0.3
J2/J1
24-site CMF
DMRG(thermodynamic limit)
<m
1>
1. Staggered moment at the unfrustrated case (J2=0):
m=0.20 (24-site CMF)m=0.28 (DMRG)
Energy gain by the formation of global long-range Neel order is underestimated.
2. Disappearance point of the Neel order:
J2/J1=0.09 (24-site CMF)J2/J1=0.22 (DMRG)
The effect of the geometrical frustration may be overestimated.
Application to the 1D frustrated Hubbard system- Improvement of the CMF for frustrated systems -
CMF approach for frustrated systems
• Incommensurability of frustrated systems is inconvenient to periodic (small) systems.
• Open boundary conditions could (sometimes) resolve the incom-mensurability problem.
• Note that the open-edge effects do not pose other crucial problems.
Does the CMF work for the open system?
L/2 L/2+1
t
UMott transition of the 1D half-filled Hubbard model
1. Taking one solver site:
2. Taking two solver sites:
Eventually,
Wave function is even for open chain
10-4 10-3 10-2 10-1 10010-6
10-5
10-4
10-3
10-2
10-1
<m
L/2
>
U/t
2 solvers
1 solver
PBC
0 1 2 3 4 5 610-2
10-1
1
U/t
OBC
Neel state is incompatible with even-site open chain.
S.R. White and R.M. Noack, PRL 68, 3487 (1992)
CMF for a chain with odd number of sites
10-4 10-3 10-2 10-1 1 1010-6
10-5
10-4
10-3
10-2
10-1
1
U/t
OBC
<m
(L+
1)/
2>
9 sites, 1 solver
Taking the central site as one solver:
solver site
CMF calculation may be possible for open system with odd number of sites.
Mott transition of 1D frustrated t1-t2-U model
In the U=0+ limit, the Mott transition occurs at t2/t1=0.5.
For t2/t1>0.5, the Mott transition is expected to occur at finite U.
- Large quantum fluctuations- Non-systematic size-dependence
One of the most difficult 1D cases for DMRG.
Correlation strength at the Mott transition
mean-field solver
12 sites, PBC
9 sites, OBC
9 sites, OBC
12 sites, PBC
The 9-site OBC points look closer to the DMRG ones than the 12-site PBC results.
G.I. Japaridze, R.M. Noack, D. Baeriswyl, and L. Tincani, PRB 76, 115118 (2007)
1D half-filled t-U-V model
BOW
CDW-BOW transition
SDW-BOW transition
8-site results agree to large DMRG calculations.
charge disproportionation ?
‘Neel’ order ?
Application to the 2D and 3D Hubbard models- Mott transition for higher dimensional system -
Half-filled Hubbard model on (1) square lattice(2) triangular lattice(3) honeycomb lattice(4) cubic lattice
2D half-filled Hubbard model on square lattice
10-1 1 1010-2
10-1
1
<m
cen
ter>
3x3 5x5
mean-field solver
Uc = 0 can be reproduced.Open cluster with odd x odd sites
2D half-filled Hubbard model on triangular lattice
mean-field solver
N = 28
N = 25
0 2 4 6 8 100
0.2
0.4
0.6
0.8
1
U/t
N = 28 N = 25
2D half-filled Hubbard model on honeycomb lattice
Z.Y. Meng et al, Nature 464, 847 (2010)
0 2 4 6 8 100
0.2
0.4
0.6
0.8
1
U/t
N = 13 N = 37mean-field solver
3D half-filled Hubbard model on cubic lattice
1 1010-2
10-1
1
U/t<
mce
nte
r>mean-field solver
Summary and outlook
• (Semi-)quantitative estimation of phase boundary may be possible in some measure within relatively small clusters.
• CMF can take open clusters, which may be more convenient for frustrated systems.
• Extension to the multi-orbital systems.
• Extension to 3D systems.