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Lecture 21: Mean Field Theory of Ferromagnetism Chapter IV. Magnetism and Phase Transitions A.G. Petukhov, PHYS 743 April 16, 2014 Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism A.G. Petukhov, April 16, PHYS 2014 743 1 / 14 Magnetic Interactions The simple theory of paramagnetism considered in the previous lecture assumes that the discrete sources of magnetic moment (localized moments of partially filled shells in insulators containing transitional metal ions, conduction electrons) do not interact with each other The assumption about noninteracting magnetic moments must be dropped to describe variety of phenomena caused by magnetic interactions. For instance, some materials known as ferromagnets have a nonvanishing magnetic moment , or ”spontaneous magnetization” even in the absence of a magnetic field One’s first expectation might be that the magnetic interactions between discrete moments arise from their magnetic fields. In most of the cases, however, the dominant source of magnetic interaction is ordinary is the ordinary electrostatic electron-electron interaction. Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism A.G. Petukhov, April 16, PHYS 2014 743 2 / 14 Exchange Interaction When we use the term ”magnetic interactions” we mean the dependence of the energy of two or more magnetic moments on their relative orientation. The main cause of ferromagnetism is the so-called exchange interaction or exchange energy, which is due to: i) Coulomb interaction between electrons; ii) Pauli exclusion principle Because of the Pauli principle the energy of a two-electron system (e.g. diatomic molecule) strongly depends on the relative orientation of electron spins even though the Hamiltonian is spin-independent and contains only Coulomb interactions. Since the Coulomb force between electrons is several orders stronger than the direct interaction arising from their magnetic fields the scale of the exchange interaction is several orders of magnitude larger than that of the magnetic dipole-dipole interaction The exchange interaction is of purely quantum mechanical nature and does not have a classical analogue. Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism A.G. Petukhov, April 16, PHYS 2014 743 3 / 14 Heisenberg Exchange Hamiltonian Consider the eigenvalue problem for a diatomic molecule with two electrons in a minimal 4 × 4 Hilbert space spanned by four two-electron states such as |↑↓i, |↓↑i, |↑↑i, |↓↓i. From quantum mechanics we know that the Hamiltonian of the system commutes with the operator of the total spin Ŝ = ŝ1 + ŝ2 and that the eigenstates of this Hamiltonian are also the eigenstates of the operator S. Due to this symmetry the Hamiltonian of the system has two eigenvalues: Es , corresponding to a non-degenerate singlet state (S = 0); and Et corresponding to a three-fold degenerate triplet state (S = 1). Consider the operator Ŝ 2 = (ŝ1 + ŝ2 )2 = ŝ21 + ŝ22 + 2ŝ1 · ŝ2 = Here we used that ŝ2i = s(s + 1) = 12 ( 12 + 1) = 3 + 2ŝ1 · ŝ2 2 3 4 Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism A.G. Petukhov, April 16, PHYS 2014 743 4 / 14 Heisenberg Exchange Hamiltonian Therefore, the operator ŝ1 · ŝ2 has two eigenvalues: S(S + 1)/2 − 43 = 41 , S=1 ŝ1 · ŝ2 = S(S + 1)/2 − 34 = − 34 , S = 0 Finally, the original Hamiltonian can be mapped onto the so-called Heisenberg spin Hamiltonian: 1 Hspin = (Es + 3Et ) − (Es − Et )ŝ1 · ŝ2 4 Now we can drop the constant term and rewrite this Hamiltonian in the original form proposed by Heisenberg Hspin = −2J ŝ1 · ŝ2 , J = (Es − Et )/2 We can generalize the two-particle (spin 1/2) Hamiltonian to the arbitrary number of magnetic atoms with arbitrary spins and obtain X Hspin = − Jij Si · Sj (1) ij Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism A.G. Petukhov, April 16, PHYS 2014 743 5 / 14 Mean Field Approximation Even though the Heisenberg Hamiltonian (1) is approximate, it is still enormously complex and cannot be treated exactly The earliest attempt at a quantitative analysis of the ferromagnetic transition was put forward by P. Weiss and is known as mean (or molecular) field theory Here we will apply the Weiss idea to the Heisenberg model (1) First, we add a magnetic field H to the Hamiltonian: X X Hspin = − Jij Si · Sj + gµB H Si ij i Second, we separate all the terms containing spin Si : X Hi = −Si Jij Sj + gµB H (2) j6=i Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism A.G. Petukhov, April 16, PHYS 2014 743 6 / 14 Mean Field Approximation One can formally represent the Hamiltonian (2) as a Hamiltonian of spin Si in the effective magnetic field, i.e. Hi = −gµB Si · Heff , where Heff = H + 1 X Jij Sj gµB (3) j6=i Unfortunately, the “field” Heff is an operator, which depends on configurations of all other spins in a very complicated way and the problem is still intractable The mean field approximation consists in replacing all Sj in Eq. (3) with their thermodynamic expectation value, Sj → hSi We note that the magnetization is related to hSi as gµB X gµB N N M= hSi = gµB · n hSi , n = (4) hSi i = V V V i Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism A.G. Petukhov, April 16, PHYS 2014 743 7 / 14 Mean Field Approximation The exchange interaction is determined by overlap of the wave functions. As a result it is very short-range. Without any loss of generality we assume that Jij = J if i, j are the nearest neighbors in a crystal lattice and 0 otherwise We choose H = (0, 0, H) along z-axis. Then M and Heff are both parallel to z-axis as well. It follows from Eqs (3) and (4) that: Heff = H + λM, where zJ , n(gµB )2 and z is the number of the nearest neighbors in a crystal lattice. Then we can calculate M using the Brillouin function: gµB S(H + λM ) M = n · gµB S · BS T λ= Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism (5) A.G. Petukhov, April 16, PHYS 2014 743 8 / 14 Critical Temperature Eq. (5) is a transcendental equation for magnetization M A solution of Eq. (5) exists at any temperature if H 6= 0 When H = 0 Eq. (5) describes spontaneous magnetization. Let us introduce: gµB S (H + λM ) (6) α= T and consider H → 0. Then we can rewrite Eq. (5) as Tα = BS (α) (gµB S)2 nλ (7) Let us examine solutions of Eq. (7) at the onset of spontaneous magnetization. This equation has a solution when the slope of the l.h.s. is lower than that of the r.h.s, i.e. when the temperature T is sufficiently small. The temperature corresponding to the matching slopes of l.h.s and r.h.s. is called critical temperature Tc . Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism A.G. Petukhov, April 16, PHYS 2014 743 9 / 14 Critical Temperature 1.4 1.2 1.0 0.8 0.6 0.4 0.2 0 2 4 6 8 10 To find Tc we expand the Brillouin function at small α: Tc · α S+1 α = 2 (gµB S) nλ 3S (8) From here we obtain: 1 Tc = S(S + 1)zJ 3 Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism A.G. Petukhov, April 16, 2014 PHYS 74310 / 14 Magnetization To find the magnetization M we have to solve Eq. (5) numerically. The result is shown below 1.0 0.8 0.6 0.4 0.2 0.5 1.0 1.5 2.0 2.5 3.0 Near T = Tc magnetization behaves singularly, which is a signature of a phase transition, i.e. emergence of the spontaneous magnetization when T < Tc or, conversely, disappearance of the magnetization when T > Tc . Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism A.G. Petukhov, April 16, 2014 PHYS 74311 / 14 Magnetic Susceptibility Our final task is to find the susceptibility χ. We use: χ= ∂M ∂H and differentiate α (Eq. (6)) with respect to H: ∂α gµB S gµB Sλ = + χ ∂H T T (9) On the other hand: χ= Now we can eliminate ∂M ∂α = ngµB · SBS0 (α) ∂H ∂H ∂α ∂H χ(T ) = (10) from Eq. (9)-(10). This yields: n(gµB S)2 BS0 (α) T − n(gµB S)2 BS0 (α) · λ Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism (11) A.G. Petukhov, April 16, 2014 PHYS 74312 / 14 Magnetic Susceptibility Eq. (11) can be further simplified if we use Eq. (8) χ(T ) = n(gµB S)2 BS0 (α) , 3S T − S+1 BS0 (α) · Tc (12) where α is the solution of Eq. (7). For T > Tc , α = 0 and BS0 (0) = (S + 1)/3S, which allows us to simplify χ(T ) even further: χ(T ) = n(gµB )2 S(S + 1)/3 χ0 = , T − Tc 1 − Tc /T (13) where χ0 is the paramagnetic susceptibility. Eq. (13) is called the Curie-Wiess law When T < Tc one has to solve Eq. (7) numerically. The result is shown in the Fig. below. The divergence of the magnetic susceptibility is one of the main signatures of the ferromagnetic phase transition Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism A.G. Petukhov, April 16, 2014 PHYS 74313 / 14 Magnetic Susceptibility 8 6 4 2 0.0 0.5 1.0 1.5 2.0 2.5 Chapter IV. Magnetism and Phase Transitions Lecture 21: Mean Field Theory of Ferromagnetism 3.0 A.G. Petukhov, April 16, 2014 PHYS 74314 / 14