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Field digitization scaling in a $\mathbb{Z}_N \subset U(1)$ symmetric model

Gabriele Calliari, Robert Ott, Hannes Pichler, Torsten V. Zache

Abstract

The simulation of quantum field theories, both classical and quantum, requires regularization of infinitely many degrees of freedom. However, in the context of field digitization (FD) -- a truncation of the local fields to $N$ discrete values -- a comprehensive framework to obtain continuum results is currently missing. Here, we propose to analyze FD by interpreting the parameter $N$ as a coupling in the renormalization group (RG) sense. As a first example, we investigate the two-dimensional classical $N$-state clock model as a $\mathbb{Z}_N$ FD of the $U(1)$-symmetric $XY$-model. Using effective field theory, we employ the RG to derive generalized scaling hypotheses involving the FD parameter $N$, which allows us to relate data obtained for different $N$-regularized models in a procedure that we term $\textit{field digitization scaling}$ (FDS). Using numerical tensor-network calculations at finite bond dimension $χ$, we further uncover an unconventional universal crossover around a low-temperature phase transition induced by finite $N$, demonstrating that FDS can be extended to describe the interplay of $χ$ and $N$. Finally, we analytically prove that our calculations for the 2D classical-statistical $\mathbb{Z}_N$ clock model are directly related to the quantum physics in the ground state of a (2+1)D $\mathbb{Z}_N$ lattice gauge theory which serves as a FD of compact quantum electrodynamics. Our study thus paves the way for applications of FDS to quantum simulations of more complex models in higher spatial dimensions, where it could serve as a tool to analyze the continuum limit of digitized quantum field theories.

Field digitization scaling in a $\mathbb{Z}_N \subset U(1)$ symmetric model

Abstract

The simulation of quantum field theories, both classical and quantum, requires regularization of infinitely many degrees of freedom. However, in the context of field digitization (FD) -- a truncation of the local fields to discrete values -- a comprehensive framework to obtain continuum results is currently missing. Here, we propose to analyze FD by interpreting the parameter as a coupling in the renormalization group (RG) sense. As a first example, we investigate the two-dimensional classical -state clock model as a FD of the -symmetric -model. Using effective field theory, we employ the RG to derive generalized scaling hypotheses involving the FD parameter , which allows us to relate data obtained for different -regularized models in a procedure that we term (FDS). Using numerical tensor-network calculations at finite bond dimension , we further uncover an unconventional universal crossover around a low-temperature phase transition induced by finite , demonstrating that FDS can be extended to describe the interplay of and . Finally, we analytically prove that our calculations for the 2D classical-statistical clock model are directly related to the quantum physics in the ground state of a (2+1)D lattice gauge theory which serves as a FD of compact quantum electrodynamics. Our study thus paves the way for applications of FDS to quantum simulations of more complex models in higher spatial dimensions, where it could serve as a tool to analyze the continuum limit of digitized quantum field theories.

Paper Structure

This paper contains 3 sections, 23 equations, 7 figures.

Figures (7)

  • Figure 1: Field digitization scaling in the $N$-state clock model. (a) We investigate the $N$-state clock model with nearest-neighbor-interacting, discrete angles $\vartheta=2\pi n/N$, ($n=0,\dots, N-1$) on a 2D square lattice. In the limit $N\rightarrow \infty$, these $\mathbb{Z}_N$-symmetric models give rise to the $U(1)$-invariant $XY$-model, which is gapless for $T < T_{\rm H}$. (b) Field digitization to $N$ discrete angles is relevant only at low temperatures, leading to an ordered, gapped phase at $T\leq T_{\rm L}(N)$. (c) In this regime we uncover a self-similar scaling behavior among different $N$-regularized models. (Left) Magnetization $M$ for different $N$ versus temperature $T$. Dashed colored vertical lines represent $T_{\rm L}(N)$. (Right) Based on the behavior of the correlation length $\xi(T, N)$ [see Eq. \ref{['eq:corr_infty_num']} and Fig. \ref{['fig:Fig2']}], we formulate an $N$-dependent scaling Ansatz [Eq. \ref{['eq:Ansatz_N']}] for local observables. Upon rescaling both axes accordingly, we observe a collapse of $M$ for different $N$ and $T$. Here, $a=1.5, b=1, \Delta_M(N)=2/N^2$.
  • Figure 2: Relevant field digitization and universal behavior. In the gapped, ordered phase we uncover a universal scaling form of the correlation length. Shown is the extrapolated correlation length $\xi_\infty=\xi(\chi\rightarrow \infty)$ as a function of the reduced temperature $t=(T-T_{\rm L})/T_{\rm L}$ for field dimensions $N=6,7,8,9$. Data points collapse on a single curve [dashed black line, see Eq. \ref{['eq:corr_infty_num']}] upon rescaling with $N$. (Inset) Unrescaled correlation length $\xi_\infty$ versus temperature $T$. Colored vertical dashed lines represent $T_\mathrm{L}(N)$.
  • Figure 3: Emergent $U(1)$ symmetry at finite $N$. In the gapless, critical phase the field digitization $N$ is an irrelevant perturbation: (Inset) the trivial collapse in $N$ reveals the emergent $U(1)$ symmetry. Instead, the finite $\chi$ truncates the otherwise diverging correlation length $\xi$, shown versus $T$ for different $N$ and increasing bond dimension $\chi$ (increasing intensity). (Main) Upon rescaling the vertical axis as $\xi/\chi^\kappa$, we observe a collapse for different $\chi$ and $N$ as a function of temperature $T$.
  • Figure 4: Crossover regime. Close to the CP $T=T_{\rm L}$ both truncations in $N$ and $\chi$ are relevant --- rescaling according to Eq. \ref{['eq:scalingAnsatz']} leads to a scaling collapse. (Main) Rescaled magnetization $M$ is shown as a function of the parameter $x=t/N \cdot \log^2{(\chi^\kappa/\xi_0(N))}$ for several $N$ (different colors and shapes) and bond dimension $\chi$ (increasing intensity, from $\chi=60$ up to a maximum of $\chi=192$ for $N=6,7$). (Inset) Unrescaled magnetization $M$ versus temperature $T$. Vertical dashed lines represent $T_\mathrm{L}(N)$. The black shaded arrow indicates increasing $\chi$.
  • Figure 5: Connecting the classical $N$-state clock model to a (2+1)D $\mathbb{Z}_N$ LGT. The tensor-network encoding of the 2D classical partition function $Z_N$ [(a)] captures the quantum ground state of a $\mathbb{Z}_N$ LGT with Hamiltonian given in Eq. \ref{['eq:LGT_Ham']} on the dual lattice [(b)]. (a) On each site $p$ of a 2D lattice we define the microscopic, discrete angle $\vartheta_p$ [see Eq. \ref{['eq:clock_Ham']}]. The partition function $Z_N$ [Eq. \ref{['eq:partition_clock']}] on this lattice can be encoded in a 2D tensor network, as depicted in the background. The dashed lines represent the dual lattice, each site of which is mapped to a plaquette of the original lattice (and vice versa). (b) On the dual lattice we define plaquette [$U_p=X_{p,1}X_{p,2}X_{p,3}^\dagger X_{p,4}^\dagger$] and Gauss' law operators [$G_s=Z_{s,1}Z_{s,2}Z_{s,3}^\dagger Z_{s,4}^\dagger$], where the labels $1,..,4$ refer to links near plaquettes $p$ and vertices $s$ as indicated. Similarly, we define the operators $D_{p}^{(\prime)}=f(Z_{p,l})$, with $l=1,.., 4$ (see EM \ref{['sec:app_LGT']}). The operator $Z_l$ on the link $l=\langle p, p'\rangle$ between two plaquettes $p, p'$ is defined by $\vartheta_{p}$ and $\vartheta_{p'}$ as $Z_l\equiv \exp\{i(\vartheta_{p}-\vartheta_{p'})\}$.
  • ...and 2 more figures