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Finite Gluing of the Two-Dimensional Ising Free Energy

Yoshiki Ueoka

Published Sep 2, 2026• 0 citations
Publisher

Abstract

We test the Gluing Method on the square-lattice two-dimensional Ising model by reconstructing global free-energy generators from complementary local relations. The emphasis is kept explicit throughout: the inputs used as \emph{gluing material} are separated from quantities obtained \emph{after gluing} and from data reserved for validation. At zero magnetic field, Kramers--Wannier duality is absorbed into the coordinate $\tau=\log\sinh 2K$, so that the reduced free energy decomposes as $\Phi(\tau)=\tau/2+G(|\tau|)$. The gluing materials are then only a critical logarithmic local expansion and a low-order high-temperature outer expansion; the low-temperature sector is generated by duality rather than fitted independently. Positive flat weights preserve the prescribed critical asymptotics to every finite algebraic order. With one crossover parameter fixed from three scalar anchors, the resulting bulk free energy agrees with the exact Onsager benchmark at a maximum relative error of $1.915\times10^{-5}$ on the tested interval. Internal energy and specific heat are derived from the same glued generator. Zero-field finite-size corrections are organized separately as one-variable scaling functions multiplying $L^{-2},L^{-4},\ldots$. At nonzero field in the thermodynamic limit, the gluing materials are the established high-temperature, critical, and low-temperature local expansions of the universal Ising magnetic scaling free energy $\Phi_{\rm mag}(\eta)$, $\eta=m/|h|^{8/15}$. The low-temperature input contains the $|h|$ cusp associated with spontaneous symmetry breaking. Mapping the glued scaling free energy back to the square lattice through nonlinear scaling fields yields a single generator for the magnetic free-energy increment, magnetization, and susceptibility. The construction reproduces high-temperature linear response, the critical isotherm $M\propto |H|^{1/15}$, and the two one-sided limits $M(H\to0^\pm)=\pm M_0$ without separately fitting magnetization branches. Finally, finite size and finite field are combined in the scaling variables $x_t=Lm$ and $x_h=L^{15/8}h$. The two protected one-dimensional axes, a central mixed-response expansion, a low-temperature spectral-rounding relation, and a massive outer description are glued into a two-variable scaling surface $\mathcal Y_{\rm glue}(x_t,x_h)$. The resulting lattice free energy closes in the compact form $\Phi_L^{glue}(K,H)=\Phi_{lat}^{glue}(K,H)+\frac{\mathcal{Y}_{glue}(Lm,L^{15/8}h)- Y_{bulk}(Lm,L^{15/8}h)}{L^2}+O(L^{-4})$ where $m=m(r,H)$ and $h=h(r,H)$ are the nonlinear scaling fields and $Y_{\rm bulk}$ is the thermodynamic singular scaling surface expressed in the same variables. Thus all finite-size/finite-field information is carried by the excess $\mathcal Y_{\rm glue}-Y_{\rm bulk}$, while the thermodynamic lattice free energy remains the previously constructed $\Phi_{\rm lat}^{\rm glue}$. On eleven transfer-matrix points withheld from the construction, the blind free-energy test gives RMS absolute error $3.90\times10^{-4}$ and maximum absolute error $9.55\times10^{-4}$ in $\mathcal Y$. Differentiation of the same free energy produces finite-size magnetization and susceptibility; magnetization is especially stable on the low-temperature side, while the second derivative is more sensitive in crossover regions.

DOI
10.5281/zenodo.22246773

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We test the Gluing Method on the square-lattice two-dimensional Ising model by reconstructing global free-energy generators from complementary local relations. The emphasis is kept explicit throughout: the inputs used as \emph{gluing material} are separated from quantities obtained \emph{after gluing} and from data reserved for validation. At zero magnetic field, Kramers--Wannier duality is absorbed into the coordinate τ=log⁡sinh⁡2K\tau=\log\sinh 2Kτ=logsinh2K, so that the reduced free energy decomposes as Φ(τ)=τ/2+G(∣τ∣)\Phi(\tau)=\tau/2+G(|\tau|)Φ(τ)=τ/2+G(∣τ∣). The gluing materials are then only a critical logarithmic local expansion and a low-order high-temperature outer expansion; the low-temperature sector is generated by duality rather than fitted independently. Positive flat weights preserve the prescribed critical asymptotics to every finite algebraic order. With one crossover parameter fixed from three scalar anchors, the resulting bulk free energy agrees with the exact Onsager benchmark at a maximum relative error of 1.915×10−51.915\times10^{-5}1.915×10−5 on the tested interval. Internal energy and specific heat are derived from the same glued generator. Zero-field finite-size corrections are organized separately as one-variable scaling functions multiplying L−2,L−4,…L^{-2},L^{-4},\ldotsL−2,L−4,…. At nonzero field in the thermodynamic limit, the gluing materials are the established high-temperature, critical, and low-temperature local expansions of the universal Ising magnetic scaling free energy Φmag(η)\Phi_{\rm mag}(\eta)Φmag​(η), η=m/∣h∣8/15\eta=m/|h|^{8/15}η=m/∣h∣8/15. The low-temperature input contains the ∣h∣|h|∣h∣ cusp associated with spontaneous symmetry breaking. Mapping the glued scaling free energy back to the square lattice through nonlinear scaling fields yields a single generator for the magnetic free-energy increment, magnetization, and susceptibility. The construction reproduces high-temperature linear response, the critical isotherm M∝∣H∣1/15M\propto |H|^{1/15}M∝∣H∣1/15, and the two one-sided limits M(H→0±)=±M0M(H\to0^\pm)=\pm M_0M(H→0±)=±M0​ without separately fitting magnetization branches. Finally, finite size and finite field are combined in the scaling variables xt=Lmx_t=Lmxt​=Lm and xh=L15/8hx_h=L^{15/8}hxh​=L15/8h. The two protected one-dimensional axes, a central mixed-response expansion, a low-temperature spectral-rounding relation, and a massive outer description are glued into a two-variable scaling surface Yglue(xt,xh)\mathcal Y_{\rm glue}(x_t,x_h)Yglue​(xt​,xh​). The resulting lattice free energy closes in the compact form ΦLglue(K,H)=Φlatglue(K,H)+Yglue(Lm,L15/8h)−Ybulk(Lm,L15/8h)L2+O(L−4)\Phi_L^{glue}(K,H)=\Phi_{lat}^{glue}(K,H)+\frac{\mathcal{Y}_{glue}(Lm,L^{15/8}h)- Y_{bulk}(Lm,L^{15/8}h)}{L^2}+O(L^{-4})ΦLglue​(K,H)=Φlatglue​(K,H)+L2Yglue​(Lm,L15/8h)−Ybulk​(Lm,L15/8h)​+O(L−4) where m=m(r,H)m=m(r,H)m=m(r,H) and h=h(r,H)h=h(r,H)h=h(r,H) are the nonlinear scaling fields and YbulkY_{\rm bulk}Ybulk​ is the thermodynamic singular scaling surface expressed in the same variables. Thus all finite-size/finite-field information is carried by the excess Yglue−Ybulk\mathcal Y_{\rm glue}-Y_{\rm bulk}Yglue​−Ybulk​, while the thermodynamic lattice free energy remains the previously constructed Φlatglue\Phi_{\rm lat}^{\rm glue}Φlatglue​. On eleven transfer-matrix points withheld from the construction, the blind free-energy test gives RMS absolute error 3.90×10−43.90\times10^{-4}3.90×10−4 and maximum absolute error 9.55×10−49.55\times10^{-4}9.55×10−4 in Y\mathcal YY. Differentiation of the same free energy produces finite-size magnetization and susceptibility; magnetization is especially stable on the low-temperature side, while the second derivative is more sensitive in crossover regions.
We construct a single reduced free-energy generator for the simple-cubic three-dimensional Ising model by finite gluing of complementary local relations. With the convention Φ=+log⁡Z/V\Phi=+\log Z/VΦ=+logZ/V, the final object is Φ3(K,H,L)=Φ0(K)+ΔΦH(K,H)+ΦFSS(K,H,L),\Phi_3(K,H,L)=\Phi_0(K)+\Delta\Phi_H(K,H)+\Phi_{\rm FSS}(K,H,L),Φ3​(K,H,L)=Φ0​(K)+ΔΦH​(K,H)+ΦFSS​(K,H,L), from which M=∂HΦ3M=\partial_H\Phi_3M=∂H​Φ3​, χ=∂H2Φ3\chi=\partial_H^2\Phi_3χ=∂H2​Φ3​, and UK=∂KΦ3U_K=\partial_K\Phi_3UK​=∂K​Φ3​ are generated. The construction covers the high- and low-temperature regimes, the critical region, finite magnetic field, strong-field saturation, periodic-film finite size, and simultaneous finite HHH and finite LLL. The materials and operations are separated explicitly. A diagnostic dimensional stage uses d=1,2,4d=1,2,4d=1,2,4 anchors in μc=−log⁡tanh⁡Kc\mu_c=-\log\tanh K_cμc​=−logtanhKc​ to transport critical coordinates and positive film amplitudes toward d=3d=3d=3. The practical 3D generator then protects established 3D values of KcK_cKc​, critical exponents, selected amplitude ratios, and scalar zero-field critical data. The zero-field term joins truncated simple-cubic high- and low-temperature series through a singular critical patch with C2C^2C2 matching. The inner magnetic increment joins an O(K2)O(K^2)O(K2) high-temperature field expansion, a minimal 3D parametric critical free energy fixed only by the basic 3D anchors, and a low-temperature/cluster continuation using fixed quintic switches in KKK. A recovered z4z^4z4 strong-field expansion is integrated to an absolute free energy. The final inner-to-strong crossover is performed by constructing a monotone beta-CDF magnetization whose endpoint values and integral reproduce the two endpoint free energies, and then integrating that derivative; thus convexity is enforced at the free-energy level rather than by clipping observables. The periodic-film excess is built from dimensionally weighted 2D and leading 4D film surfaces in common correlation-length coordinates, with an HHH-independent residual stabilizer that preserves the H=0H=0H=0 axis. A previously reconstructed full 3D parametric equation-of-state benchmark and the full 3D finite-size scaling function are withheld from construction. The pure dimensional stage gives Kc(3)=0.22301549K_c(3)=0.22301549Kc​(3)=0.22301549 and sub-percent estimates of β\betaβ, δ\deltaδ, and ν\nuν. After 3D calibration, the final implementation passes 29/29 stated structural and numerical checks. In the withheld low-field window ∣K−Kc∣≤0.01|K-K_c|\le0.01∣K−Kc​∣≤0.01, H≤0.1H\le0.1H≤0.1, the magnetization has RMS relative error 1.21%1.21\%1.21% and maximum error 4.29%4.29\%4.29%. The result is not an exact lattice solution; it is a finite, auditable reconstruction in which the input anchors, switch intervals, matching conditions, numerical tolerances, and validation data are kept distinct.
We study the free energy of the classical square-lattice Ising model in a uniform real magnetic field hhh, for which no exact solution is known. We first conjecture a closed-form expression built from the one-dimensional Ising chain and Onsager's hypergeometric solution. Comparing with high-precision tensor renormalization group (TRG) data, we find that it deviates by up to 2.6%2.6\%2.6%, has no spontaneous magnetization, and gives an effective critical-isotherm exponent δ→1δ\to 1δ→1. However, using the Lee--Yang circle theorem, we show that the exact free energy is a superposition of one-dimensional Ising chains in the same field, weighted by a temperature-dependent (normalized, but not always positive) distribution of squared Lee--Yang gaps, of which our first expression is a single-chain approximation. Exact results (Onsager, Yang, the strong-field expansion and the Lee--Yang solution at βh=iπ/2βh = iπ/2βh=iπ/2) become sum rules for this distribution. We propose a simple form for it, fixed by Onsager's free energy and the exact strong-field limit without any fit to numerical data. This \emph{improved} conjecture agrees with TRG to 0.15%0.15\%0.15% for all βββ and hhh, reproduces Yang's spontaneous magnetization exactly, has a positive specific heat, and yields the critical isotherm M∝h1/δM\propto h^{1/δ}M∝h1/δ with δ=15.2δ= 15.2δ=15.2 and amplitude 1.0551.0551.055, compared with the exact δ=15δ=15δ=15 and 1.0591.0591.059. A refined form, which builds in additional input from Ising field theory (including the exact critical isotherm, δ=15δ=15δ=15) and a few constants adjusted to transfer-matrix and TRG data, matches the TRG free energy to 4×10−54\times 10^{-5}4×10−5.
The one-dimensional Ising chain with inverse-square interactions is a paradigmatic long-range system: it exhibits the unusual Thouless transition, with a discontinuity in the spontaneous magnetization, yet its full field-dependent thermodynamics remains unknown in closed form. We develop the high-temperature expansion of its free energy while retaining the dependence on a uniform magnetic field at every order. We prove that, after a natural rescaling of the coupling, each coefficient is a rational polynomial in the squared hyperbolic tangent of the reduced field. Remarkably, at each order nnn the field-dependent free-energy coefficient of a finite, periodically repeated ring is an exact polynomial of degree at most nnn in L−2L^{-2}L−2. The infinite-chain coefficient is its constant term and can therefore be reconstructed from n+1n+1n+1 finite rings without numerical extrapolation. Using this reconstruction, we determine the full field-dependent expansion through order 26: 26 polynomials containing 377 rational coefficient entries. We further derive exact formulas, valid at every order, for the coefficients of the two highest powers of the field variable using matching determinants and a cycle-Laplacian reduction. These results reveal an unexpected algebraic structure in the microscopic thermodynamics of the inverse-square chain and provide high-order information about its magnetic response.
We have substantially extended the high-temperature and low-magnetic-field (and the related low-temperature and high-magnetic-field) bivariate expansions of the free energy for the conventional three-dimensional Ising model and for a variety of other spin systems generally assumed to belong to the same critical universality class. In particular, we have also derived the analogous expansions for the Ising models with spin s=1,3/2,…s=1,3/2,\dots{}s=1,3/2,… and for the lattice Euclidean scalar-field theory with quartic self-interaction, on the simple-cubic and the body-centered-cubic lattices. Our bivariate high-temperature expansions, which extend through 24th order, enable us to compute, through the same order, all higher derivatives of the free energy with respect to the field, namely, all higher susceptibilities. These data make more accurate checks possible, in critical conditions, both of the scaling and the universality properties with respect to the lattice and the interaction structure and also help to improve an approximate parametric representation of the critical equation of state for the three-dimensional Ising model universality class.
The critical two-dimensional Ising model is studied with four types boundary conditions: free, fixed ferromagnetic, fixed antiferromagnetic, and fixed double antiferromagnetic. Using bond propagation algorithms with surface fields, we obtain the free energy, internal energy, and specific heat numerically on square lattices with a square shape and various combinations of the four types of boundary conditions. The calculations are carried out on the square lattices with size N×N and 30<N<1000. The numerical data are analyzed with finite-size scaling. The bulk, edge, and corner terms are extracted very accurately. The exact results are conjectured for the corner logarithmic term in the free energy, the edge logarithmic term in the internal energy, and the corner logarithmic term in the specific heat. The corner logarithmic terms in the free energy agree with the conformal field theory very well.
Using the bond-propagation algorithm, we study the Ising model on a rectangle of size $M\ifmmode\times\else\texttimes\fi{}N$ with free boundaries. For five aspect ratios, $\ensuremath{\rho}=M/N=1$, 2, 4, 8, and 16, the critical free energy, internal energy and specific heat are calculated. The largest size reached is $M\ifmmode\times\else\texttimes\fi{}N=64\ifmmode\times\else\texttimes\fi{}{10}^{6}$. The accuracy of the free energy reaches ${10}^{\ensuremath{-}26}$. Based on these accurate data, we determine exact expansions of the critical free energy, internal energy, and specific heat. With these expansions, we extract the bulk, surface, and corner parts of the free energy, internal energy, and specific heat. The fitted bulk free energy density is given by ${f}_{\ensuremath{\infty}}=0.92969539834161021499(1)$, compared with Onsager's exact result ${f}_{\ensuremath{\infty}}=0.929695398341610214985\ensuremath{\cdots}.$ We confirm the conformal field theory (CFT) prediction of the corner free energy, in which the central charge of the Ising model is found to be $c=0.5\ifmmode\pm\else\textpm\fi{}1\ifmmode\times\else\texttimes\fi{}{10}^{\ensuremath{-}10}$, compared with the CFT result c=0.5c=0.5c=0.5. We find that not only the corner free energy but also the corner internal energy and specific heat are geometry independent, i.e., independent of aspect ratio. The implication of this finding for finite-size scaling is discussed. In the second-order correction of the free energy, we confirm the geometry dependence predicted by CFT and determine a geometry-independent constant beyond CFT. High-order corrections are also obtained.