Berezinskii-Kosterlitz-Thouless Criticality in the q-state Clock Model
Tao Xiang txiang@iphy.ac.cn Institute of Physics Chinese Academy of Sciences
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Berezinskii-Kosterlitz-Thouless Criticality in the q-state Clock Model Tao Xiang txiang@iphy.ac.cn Institute of Physics Chinese Academy of Sciences Outline Brief introduction to the tensor-network renormalization group methods
Tao Xiang txiang@iphy.ac.cn Institute of Physics Chinese Academy of Sciences
1950 1970 1990 2010 year
Stueckelberg Gell-Mann Low
Quantum field theory
QED 1965 EW 1999 QCD 2004
Phase transition and Critical phenomena
Kadanoff Wilson 1982
Numerical Renormalization Group
White
DMRG 1D
Tensor-network RG 2D
Kondo impurity 0D
Scale transformation: refine the wavefunction by local RG transformations
To find a small but optimized basis set to represent accurately a quantum state
𝒍=𝟐 𝑶𝒖𝒑𝒖𝒃𝒎
𝒍=𝟐 𝑶≪𝑶𝒖𝒑𝒖𝒃𝒎
𝒍=𝟐 𝑶 ≪ 𝑶𝐮𝐩𝐮𝐛𝐦
reduced density matrix
Faithful representation of partition functions of classical/quantum models Variational wavefunctions of ground states of quantum lattice models
𝐼 = −
⟨𝑗𝑘ۧ
cos 𝜄𝑗 − 𝜄
𝑘
q-state clock model = discretized XY-model 𝜄𝑗 = 2𝜌𝑜 𝑟 (𝑜 = 0, … , 𝑟 − 1)
𝑓𝛾 cos(𝜄𝑗−𝜄𝑘) = 𝑊 𝑊∗ 𝜄𝑗 𝜄
𝑘
𝑛 𝐽𝑛 =
𝑜=1 𝑟
𝑓−𝑗𝑛𝜄𝑜𝑓𝛾 cos 𝜄𝑜 𝑊
𝜄,𝑛 =
𝐽𝑛𝑓𝑗𝑛𝜄/𝑟 𝑊 𝑊∗ 𝜄𝑗 𝑙 ∝ 𝐽𝑗𝐽
𝑘𝐽𝑙𝐽𝑚 𝜀mod 𝑗+𝑘−𝑙−𝑚,𝑟
= 𝑗 𝑚 𝑘
Fourier transformation
𝜐𝑗𝑘𝑙𝑚 = 𝜇𝑗𝜇𝑘𝜇𝑙𝜇𝑚 𝜀mod 𝑗+𝑘−𝑙−𝑚,𝑟 𝜇𝑛 = 𝑓𝛾 cos 𝜄𝑛 𝜐 𝜏1 = 𝜄1 − 𝜄4 𝜏2 = 𝜄2 − 𝜄1 𝜏3 = 𝜄3 − 𝜄2 𝜏4 = 𝜄4 − 𝜄3
✓ Density-matrix renormalization group (DMRG, White 1992) ✓ Simple update, time evolving block decimation (TEBD, Vidal 2004) ✓ Variational minimization of MPS (FBC, PBC)
✓ Transfer-matrix renormalization group (TMRG, Nishino coworkers/classical 2D 1995, Xiang coworkers/quantum 1D 1996) ✓ Corner transfer matrix renormalization (Nishino et al 1996) ✓ Coarse-graining tensor renormalization (TRG, SRG, HOTRG, HOSRG, TNR, loop-TNR) ✓ Ancilla purification approach (Verstraete et al 2004) Thoroughly developed, most accurate quantum many-body computational methods
✓ Lanczos DMRG ✓ Lanczos MPS ✓ Chebyshev MPS ✓ Correction vector method
✓ Pace-keeping DMRG ✓ TEBD ✓ Adaptive time-dependent DMRG ✓ Folded transfer matrix method
✓ MPS ansatz of single-mode approximation Thoroughly developed, most accurate quantum many-body computational methods
✓ Tensor renormalization group (TRG, Levin, Nave, 2007) ✓ Second renormalization group (SRG, Xie et al 2009) ✓ TRG with HOSVD (HOTRG, HOSRG Xie et al 2012) ✓ Tensor network renormalization (TNR, Evenbly, Vidal 2015) ✓ Loop TNR (Yang et al 2016)
Still under development, already applied to quantum spin/interacting electron models
𝒚 𝒚′
y' 𝒏
Physical state Virtual state
D
Verstraete & Cirac, cond-mat/0407066
Projected Entangled Pair State (PEPS)
⟨𝛺 𝑃 𝛺ۧ and ⟨𝛺|𝛺ۧ are each a 2D tensor-network
Jiang, Weng, Xiang, PRL 101, 090603 (2008)
Fast and can access large D tensors
Jordan et al PRL 101, 250602 (2008)
more accurate than simply update cost high
Liao, Liu, Wang, Xiang, PRX 9, 031041 (2019)
most accurate and reliable method cost high
➢ a cute technique which computes exact derivatives, whose errors are limits only floating point error ➢ a powerful tool successfully used in deep learning Computation Graph Chain rule of differentiation
= Tr 𝑈𝑂 𝛺 𝑈|𝛺 𝛺 𝛺
𝑂
𝑈
= 𝑂 → ∞
Fixed point MPS equation: Fixed gauge by left and right canonicalization
To determine the local tensor, one needs to solve the following equations:
⟨𝑗𝑘ۧ
𝑘
dislocation
2D melting:
Thouless Kosterlitz Berezinkii
⟨𝑗𝑘ۧ
𝑘)
Tc
BKT phase: critical
T
paramagnetic
Tc
BKT phase: critical
T
paramagnetic
Thouless Kosterlitz Berezinkii
⟨𝑗𝑘ۧ
𝑘)
Tc
BKT phase: critical
T
paramagnetic
𝐿 > 4 free boson K < 4 non-critical
K = 4
Tc
BKT phase: critical
T
paramagnetic
𝐿 > 4 free boson K < 4 non-critical
K = 4
XY Model Clock Model
Tc2
BKT phase: critical
T
paramagnetic Δcos( 2𝜒) < 2 Δcos(𝑟 2𝜄) > 2
Tc1
Ferromagnetic
Δcos( 2𝜒) > 2 Δcos(𝑟 2𝜄) > 2 Δcos( 2𝜒) > 2 Δcos(𝑟 2𝜄) < 2 Δcos( 2𝜒) = 2 Δcos(𝑟 2𝜄) = 2
When K = q, g1 = g2, the model is invariant under dual transformation
At the self-dual point
2𝜒 = Δ𝑑𝑝𝑡(𝑟 2𝜄) = 𝑟
The self-dual point is a critical point for 𝒓 ≤ 𝟓 The self-dual point is not a critical point when 𝒓 > 𝟓
T
paramagnetic
Tc2
BKT phase: critical
Tc1
Ferromagnetic
Tc
T
paramagnetic
Tc2
BKT phase: critical
Tc1
Ferromagnetic
➢ Marginal operators lead to strong finite size effect with logarithmic corrections
J M Kosterlitz, J. Phys. C 7, 1046 (1974)
➢ Correlation length diverges exponentially
Borisenko et. al., PRE 83, 041120(2011)
Monte Carlo: Binder Ratio
q = 5 𝑉𝑀
(𝑁) = 1 − ⟨𝑁𝑀 4ۧ
3 𝑁𝑀
2 2
Peak positions determine the critical temperatures
Exponential divergence of the correlation length suggests that the critical transition is BKT like and qc = 5
𝑑(𝐸) −1/2
𝑑 ∼ ln−2 𝜊
Calabrese & Cardy, J Stat Mech (2004)
Inside the critical phase
Thermodynamic observables are q-independent
T
0 1 2 3 4 5
irrelevant
D=250 D=250
R is related to the ratio of partition functions on the Klein Bottle and Torus
H.H. Tu, PRL 119, 261603 (2017)
T
paramagnetic
Tc2
BKT phase: critical
Tc1
Ferromagnetic
Discrepancy are mainly caused by the marginal terms
Discrepancy are mainly caused by the marginal terms
Discrepancy becomes smaller and smaller with increasing q
Haijun Liao IOP, CAS Hong-Hao Tu Technische Univ Dresden Zi-Qian Li Univ of CAS Zhiyuan Xie Renmin Univ China Liping Yang Chongqing Univ