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Thermalization in the mixed-field Ising model: An occupation number perspective

Isaías Vallejo-Fabila, Fausto Borgonovi, Felix M. Izrailev, Lea F. Santos

TL;DR

The paper addresses how thermalization emerges in a chaotic quantum many-body spin-1 system and establishes a quantitative bound on the quantum relaxation rate by leveraging a large-scale classical limit. It shows GOE-like spectral statistics and ETH validity in the quantum model, while demonstrating that classical ergodicity is approached algebraically with system size, providing a robust lower bound for the quantum case. The occupation-number observable serves as a transparent probe for both quantum and classical thermalization, with a quantitative quantum–classical correspondence evidenced by matched central-spin dynamics and energy distributions. Overall, the study bridges microscopic eigenstate structure with macroscopic thermodynamic behavior and highlights a power-law route to equilibrium instead of the often-anticipated exponential convergence in chaotic quantum systems.

Abstract

The occupation number is a key observable for diagnosing thermalization, as it connects directly to standard statistical laws such as Fermi--Dirac, Bose--Einstein, and Boltzmann distributions. In the context of spin systems, it represents the population of the sublevels of the magnetization in the $z$-direction. We use this quantity to probe the onset of thermalization in the isolated quantum and classical one-dimensional spin-1 Ising model with transverse and longitudinal fields. Thermalization is achieved when the long-time average of the occupation number converges to the microcanonical prediction as the chain length $L$ increases, consistent with the emergence of ergodicity. However, the finite-size scaling analysis in the quantum model is challenged by the exponential growth of the Hilbert space with $L$. To overcome this limitation, we turn to the corresponding classical model, which enables access to much larger system sizes. By tracking the dynamics of individual spins on their three-dimensional Bloch spheres and employing tools from random matrix theory, we establish a quantitative criterion for classical ergodicity in interacting spin systems. We find that deviations from classical ergodicity decay algebraically with system size. This power-law scaling then provides a quantitative bound on the approach to thermal equilibrium in the quantum model.

Thermalization in the mixed-field Ising model: An occupation number perspective

TL;DR

The paper addresses how thermalization emerges in a chaotic quantum many-body spin-1 system and establishes a quantitative bound on the quantum relaxation rate by leveraging a large-scale classical limit. It shows GOE-like spectral statistics and ETH validity in the quantum model, while demonstrating that classical ergodicity is approached algebraically with system size, providing a robust lower bound for the quantum case. The occupation-number observable serves as a transparent probe for both quantum and classical thermalization, with a quantitative quantum–classical correspondence evidenced by matched central-spin dynamics and energy distributions. Overall, the study bridges microscopic eigenstate structure with macroscopic thermodynamic behavior and highlights a power-law route to equilibrium instead of the often-anticipated exponential convergence in chaotic quantum systems.

Abstract

The occupation number is a key observable for diagnosing thermalization, as it connects directly to standard statistical laws such as Fermi--Dirac, Bose--Einstein, and Boltzmann distributions. In the context of spin systems, it represents the population of the sublevels of the magnetization in the -direction. We use this quantity to probe the onset of thermalization in the isolated quantum and classical one-dimensional spin-1 Ising model with transverse and longitudinal fields. Thermalization is achieved when the long-time average of the occupation number converges to the microcanonical prediction as the chain length increases, consistent with the emergence of ergodicity. However, the finite-size scaling analysis in the quantum model is challenged by the exponential growth of the Hilbert space with . To overcome this limitation, we turn to the corresponding classical model, which enables access to much larger system sizes. By tracking the dynamics of individual spins on their three-dimensional Bloch spheres and employing tools from random matrix theory, we establish a quantitative criterion for classical ergodicity in interacting spin systems. We find that deviations from classical ergodicity decay algebraically with system size. This power-law scaling then provides a quantitative bound on the approach to thermal equilibrium in the quantum model.
Paper Structure (13 sections, 38 equations, 10 figures)

This paper contains 13 sections, 38 equations, 10 figures.

Figures (10)

  • Figure 1: (a)-(b) Analysis of level statistics using (a) ratio of consecutive levels and (b) level number variance, in the odd parity sector. (c)-(f) Participation ratio of the eigenstates in the $z$-basis as a function of the eigenvalues, in both parity sectors. The parameters in (b)-(f) are indicated as $(g,h)$. All panels: $L=9$.
  • Figure 2: Study of the eigenstate thermalization in the chaotic regime: $g=0.1$ and $h=0.65$. (a) Eigenstate expectation values of $S^z_{c}$ at the center of the chain, $c= \lceil L/2 \rceil$, as a function of the eigenvalues for $L=7$ (cyan) and $L=9$ (blue). (b) Distribution of the off-diagonal elements of $S^z_{c}$ for 200 eigenstates in the middle of the spectrum, $L=9$; the red curve represents a Gaussian distribution. (c)-(d) Extremal fluctuations of $\langle \alpha |S^z_{c}|\alpha \rangle$ and $\langle \alpha |S^x_{c}|\alpha \rangle$ as a function of system size for (c) a fixed energy window $\delta E = 0.1$ and (d) 40 eigenstates in the middle of the spectrum. Both parity sectors in (a), (c)-(d); odd parity sector in (b).
  • Figure 3: (a) Main panel and inset: Time evolution of the single particle occupation number for $m=-1,0,1$ (green, red and blue curves, respectively ); $L=9$. Initial state is $\ket{\Psi(0)}= |000010000\rangle$. Horizontal dashed lines are the time averages (diagonal ensemble). (b)-(c): Normalized extremal fluctuations of the eigenstate expectation values of $n_m^z$ as a function of system size for (b) a fixed energy window $\delta E = 0.1$ and (c) $\mathcal{N} = 40$ eigenstates in the middle of the spectrum from both symmetry sectors. All panels: $g=0.1$, $h=0.65$.
  • Figure 4: (a) Average maximal Lyapunov exponent as a function of $h$ for different values of $g$; $L=9$. The vertical arrow indicates the values chosen for the studies of the quantum and classical models. (b) Average maximal Lyapunov exponent as a function of $L$ for $g=0.1$ and $h=0.65$. Averages over $10^3$ initial conditions.
  • Figure 5: Distribution of single spin components $S_j^{x,y,z}$ for (a)-(c) $L=9$ and (d)-(f) $L=149$. Each color stands for a spin $j=1,...,L$. As initial conditions, we consider $10^4$ trajectories, all with $S_c^z(0) = \hbar_{\text{eff}} S$ and $S_j^z(0) = 0$ for $j\ne c$ (see text). We sample $10^4$ times in increments $dt=1$ after saturation at $t=10^3$. The number of histogram bins is $M=10^2$ between the spin values -1 and +1 and the parameters are $g=0.1$ and $h=0.65$.
  • ...and 5 more figures