Free-Energy Barriers in the Sherrington-Kirkpatrick Model
نویسندگان
چکیده
– The Sherrington-Kirkpatrick spin-glass model is investigated by means of Monte Carlo simulations employing a combination of the multi-overlap algorithm with parallel tempering methods. We investigate the finite-size scaling behaviour of the free-energy barriers which are visible in the probability density of the Parisi overlap parameter. Assuming that the mean barrier height diverges with the number of spins N as N, our data show good agreement with the theoretical value α = 1/3. Despite three decades of research the nature of the “glassy” low-temperature phase of finite-dimensional spin-glass systems remains a major open problem in statistical physics. It is still unresolved whether the replica symmetry-breaking theory or the phenomenological droplet picture yields the correct description (for reviews, see refs. [1–4]). Even at the meanfield level, only very recently a mathematical proof [5] of Parisi’s replica solution [6] for the Sherrington-Kirkpatrick (SK) model [7] was given. In the thermodynamic limit the frozen phase of the mean field spin glass shows many stable and metastable states. Such a feature is the consequence of the disorder and the frustration characterizing spin glasses in general and leading to a rugged free-energy landscape with probable regions (low free energy) separated by rare-event states (high free energy). But also for finite systems the free-energy landscape shows an intricate, corrugated structure. Therefore, it is hard to measure the free-energy barriers by means of conventional Monte Carlo simulations directly. The aim of this letter is to study the free-energy barriers of the SK mean field spin-glass model using the multi-overlap Monte Carlo algorithm [8] and to compare our results with previous findings for finite-range spin glasses [9]. For analyzing the barriers, we used precisely the same method as introduced in ref. [9] for the Edwards-Anderson (EA) nearest-neighbor model [10], where the scaling of the mean barrier height with the number of spins was found to clearly deviate from the theoretical mean-field prediction in both three and four dimensions. To exclude the possibility that this deviation could, in principle, be caused by employing different definitions in the theoretical and computational work, it is important to apply precisely the same numerical procedure to the SK model. The Hamiltonian of the SK model reads H = − ∑
منابع مشابه
1 8 M ay 2 00 4 Free energy in the Sherrington - Kirkpatrick model with the constraint on the average of spins
In his recent paper [6] Michel Talagrand gave a rigorous proof of the Parisi formula for the free energy of the Sherrington-Kirkpatrick model. In the present paper we utilize the methodology developed in [6] to compute the thermodynamic limit of the free energy of the set of configurations with the fixed average of spins N−1 ∑ i≤N σi = uN as uN → u ∈ [−1, 1].
متن کاملFree energy in the Sherrington-Kirkpatrick model with constrained magnetization
In his recent paper [6] Michel Talagrand gave a rigorous proof of the Parisi formula for the free energy of the Sherrington-Kirkpatrick model. In the present paper we utilize the methodology developed in [6] to compute the thermodynamic limit of the free energy of the set of configurations with the fixed average of spins N−1 ∑ i≤N σi = uN as uN → u ∈ [−1, 1].
متن کاملSome Rigorous Results on the Sherrington-Kirkpatrick Spin Glass Model
We prove that in the high temperature regime (T/J > 1) the deviation of the total free energy of the Sherrington-Kirkpatrick (S-K) spin glass model from the easily computed logAv(ZN({βJ})) converges in distribution, as ΛΓ-KX), to a (shifted) Gaussian variable. Some weak results about the low temperature regime are also obtained.
متن کاملThe Sherrington-Kirkpatrick model
The Sherrington-Kirkpatrick (SK) model was introduced by David Sherrington and Scott Kirkpatrick in 1975 as a simple ‘solvable’ (in their words) model for spin-glasses. Spin-glasses are some type of magnetic alloys, and ‘solvable’ meant that the asymptotic free entropy density could be computed exactly. It turns out that the original SK solution was incorrect and in fact inconsistent (the autho...
متن کاملSherrington-Kirkpatrick spin glass model
In a region above the Almeida-Thouless line, where we are able to control the thermodynamic limit of the Sherrington-Kirkpatrick model and to prove replica symmetry, we show that the fluctuations of the overlaps and of the free energy are Gaussian, on the scale 1/ √ N , for N large. The method we employ is based on the idea, we recently developed, of introducing quadratic coupling between two r...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2005