Time-Dependent Statistical Mechanics 13. Quantum theory of linear response H.C.A. November 5, 2009 1 The quantum mechanical response function (detailed discussion) Suppose we have a system that is in equilibrium before any field is applied. Let t0 be some time before the field is applied. We will ultimately use t0 as the time for constructing the Heisenberg representation. But for the moment we are going to use a Schrodinger representation. We apply a field that couples to B and we observe the property A as a function of time. We want to calculate the linear response of the measured value of the property A to the field that couples to B. We have HS (t) = Ĥ0 − g(t)B̂ H0 is the (Schrodinger representation) time-independent Hamiltonian of the system when it is isolated from the surroundings, and there is an external field, with amplitude g(t) that couples to the dynamical variable B. Then we have the |ψS (t) = Û (t, t0 )|ψS (t0 ) where Û (t, t0 ) is an operator that satisfies the Schrodinger equation i ∂U (t, t0 ) = − ĤS (t)Û (t, t0 ) ∂t h̄ 1 Continuation of Lecture 12 10/29/09 not discussed in lecture 2009 with the initial condition Û (t0 , t0 ) = Iˆ where Iˆ is the identity operator. For any one system, the quantum mechanical expectation value of A at time t is ψS (t)|Â|ψS (t) = ψS (t0 )|U (t, t0 )† ÂU (t, t0 )|ψS (t0 ) We want the ensemble average of this over the nonequilibrium ensemble. ψS (t)|Â|ψS (t) ne = ψS (t0 )|U (t, t0 )† ÂU (t, t0 )|ψS (t0 ) ne The interesting thing about the right side of this equation is that the only thing in it that varies from one member of the ensemble to another is the wave function ψS (t0 ). But the statistical properties of the wave function at time t0 are those appropriate for an equilibrium canonical ensemble. The right side then is equal to Tr ρ̂Û (t, t0 )† ÂÛ (t, t0 ) = ρii i|Û (t, t0 )† ÂÛ (t, t0 )|i = Û (t, t0 )† ÂÛ (t, t0 ) i eq Thus we have average value of A at time t in the nonequilibrium ensemble = ψS (t)|Â|ψS (t) = ne † Û (t, t0 ) ÂÛ (t, t0 ) eq = equilibrium average value of the operator Û (t, t0 )† ÂÛ (t, t0 ) When we evaluate this, we will get an expression for the response function that is appropriate for quantum mechanical systems. To evaluate this, we need to obtain an expression for the operator U (t, t0 ) to low order in perturbation theory in f . To zeroth order in the applied field, the time evolution operator is just e−iĤ0 (t−t0 )/h̄ 2 Let’s look for a solution for U that is of the form1 Û (t, t0 ) = e−iĤ0 (t−t0 )/h̄ Û (t, t0 ) Then Û (t, t0 ), in the absence of the external field would be just the identity operator. In other words, we define Û as Û (t, t0 ) = eiĤ0 (t−t0 )/h̄ Û (t, t0 ) Let’s derive an equation of motion for Û . ∂ Û (t, t0 ) ∂t dÛ (t, t0 ) i Ĥ0 eiĤ0 (t−t0 )/h̄ Û (t, t0 ) + eiĤ0 (t−t0 )/h̄ = h̄ dt i i Ĥ(t)Û (t, t0 ) = Ĥ0 eiĤ0 (t−t0 )/h̄ Û (t, t0 ) + eiĤ0 (t−t0 )/h̄ − h̄ h̄ i i = Ĥ0 eiĤ0 (t−t0 )/h̄ Û (t, t0 ) + eiĤ0 (t−t0 )/h̄ − Ĥ0 (t) − g(t)B̂ Û (t, t0 ) h̄ h̄ The Ĥ0 (t) terms cancel because Ĥ0 commutes with the exponential. i g(t)eiĤ0 (t−t0 )/h̄ B̂ Û (t, t0 ) h̄ i = g(t) eiĤ0 (t−t0 )/h̄ B̂e−iĤO (t−t0 )/h̄ Û (t, t0 ) h̄ i = g(t)B̂H (t)Û (t, t0 ) h̄ Note that the operator in parenthesis is the Heisenberg version of B for the system in the absence of the external field. = There are various ways to proceed to solve this equation. One of the most straightforward involves converting it to an integral equation by integrating over t starting at t0 . We get Û (t, t0 ) = Iˆ + it dt g(t )B̂H (t )Û (t , t0 ) h̄ t0 1 Note that the exponential factor appears on the left. It could have appeared on the right or in a variety of other ways. We make this specific choice because it leads to an expression for the operator we are trying to average, namely Û (t, t0 )† ÂÛ (t, t0 ) that is of the form Û (t, t0 )† eiĤ0 (t−t0 )/h̄ Âe−iĤ0 (t−t0 )/h̄ Û (t, t0 ) = Û (t, t0 )† ÂH (t)Û (t, t0 ) and hence contains the Heisenberg operator for A. 3 This is easy to solve by perturbation theory. Substitute the entire right side for the U on the right and iterate. To lowest nontrivial order, we get it ˆ dt g(t )B̂H (t ) + O(g 2 ) Û (t, t0 ) = I + h̄ t0 Also † Û (t, t0 ) it ˆ = I− dt g(t )B̂H (t )† + O(g 2 ) h̄ t0 it dt g(t )B̂H (t ) + O(g 2 ) = Iˆ − h̄ t0 Here we used the fact that B̂S is a Hermitian operator, which implies that B̂H (t) is also Hermitian. The proof of this latter statement is straightforward. B̂H (t)† = = eiĤ0 (t−t0 )/h̄ B̂S e−iĤ0 (t−t0 )/h̄ e−iĤ0 (t−t0 )/h̄ † † B̂S† eiĤ0 (t−t0 )/h̄ † = eiĤ0 (t−t0 )/h̄ B̂S† e−iĤ0 (t−t0 )/h̄ = B̂H (t) The operator we want to calculate is Û (t, t0 )† ÂÛ (t, t0 ) = Û (t, t0 )† eiĤ0 (t−t0 )/h̄ Âe−iĤ0 (t−t0 )/h̄ Û (t, t0 ) = Û (t, t0 )† ÂH (t)Û (t, t0 ) When we substitute our solution for Û (t, t0 ) and Û (t, t0 )† , we get a term that is zeroth order in g and two terms that are of first order. The result is it it † = ÂH (t) − dt g(t )B̂H (t ) ÂH (t) + dt g(t )ÂH (t)B̂H (t ) + O(g 2 ) h̄ t0 h̄ t0 i t dt ÂH (t), B̂H (t ) g(t ) + O(g 2 ) = ÂH (t) + h̄ t0 We really want the equilibrium ensemble average of this. We get average value of A at time t in the nonequilibrium ensemble 4 = Û (t, t0 )† ÂÛ (t, t0 ) eq i t = ÂH (t) + dt ÂH (t), B̂H (t ) g(t ) + O(g 2 ) h̄ t0 t i = Aeq + dt ÂH (t), B̂H (t ) g(t ) + O(t2 ) h̄ t0 eq Comparison of this with the general linear response expression leads to an expression for the quantum linear response function. χAB (t − t ) = i ÂH (t), B̂H (t ) Θ(t − t ) h̄ We expect that the left side depends only on the time interval, and we shall show rather soon that the right side really does depend on the time interval, not on the two separate times. 2 The quantum mechanical response function (brief summary) Consider the usual linear response situation. • The system is in thermal equilibrium (but it obeys quantum mechanics not classical mechanics). • Its Hamiltonian has no explicit time dependence. • We apply a weak time dependent field to the system starting some time after t0 . This adds a term −g(t)B̂S to the Hamiltonian. • We observe the response of some other property, whose Schrodinger operator is ÂS . We calculate the average value of AH (t) in the nonequilibrium ensemble that results. The calculation of this average using quantum mechanics is straightforward but detailed. 5 The answer is of the form you would guess from linear response theory. the average value of A at time t = ÂH (t) = Û (t, t0 )† ÂS Û (t, t0 ) = Aeq + ∞ −∞ eq dt χAB (t − t )g(t ) + O(g ) where χAB (t − t ) = 2 i ÂH (t), B̂H (t ) Θ(t − t ) h̄ Referring to our earlier definition of S, we see that i χAB (t − t ) = (SAB (t − t ) − SBA (t − t)) Θ(t − t ) h̄ This form makes it clear that χ depends only on the time interval. So we have i (SAB (t) − SBA (−t)) Θ(t) χAB (t) = h̄ Let’s summarize a few definitions that we have accumulated in order to see the relationships among various functions. SAB (t) = ÂH (t)B̂H (0) i χAB (t) = Θ(t) (SAB (t) − SBA (−t)) h̄ 1 (SAB (t) + SBA (−t)) φAB (t) = 2 (In all these definitions, the average is performed for an equilibrium ensemble and the system has a Hamiltonian that has no explicit time dependence.) SAB is the most straightforwardly defined correlation function. It is simply the equilibrium average of the product of two operators. φAB is a symmetrized version of S. χAB contains an antisymmetrized version of S with additional factors of the Heaviside function and i/h̄. In a previous section, we asserted that an appropriate definition of a quantum correlation function is our definition of S, which is SAB (t) = ÂH (t)B̂H (0) = Tr ρ̂ÂH (t)B̂H (0) This involves the trace of the operator product of the density operator and the two Heisenberg operators. We now see why this particular type of quantity is important. Quantities with this structure arise straightforwardly in the quantum theory of linear response. 6 3 Absorption of energy from a single external field Let’s now consider the absorption of energy from an external field that couples to B. The initial stages of the calculation are identical to the corresponding classical calculation. If we imagine that the field is initially off, then it is turned on and oscillates at a particular frequency, and then it is turned off, then the energy gained by this process is the difference between the average value of the Hamiltonian at the end and the average value at the beginning. As in the classical case, the rate of absorption is obtained by integrating the energy absorption over one cycle. This involves calculating the interaction of the field with the induced part expectation value of B, and the latter is given by the linear response function. We find that only the out of phase part of the response contributes to the energy absorption, and we get g02 R(ω) = ω χ̂BB (ω) 2 where χ̂BB (ω) = ∞ −∞ dt χBB (t ) sin ωt The quantum and classical calculations differ only in the form of the expression for the response function. To proceed it will be helpful to manipulate the expression for χ̂ (ω). χ̂ (ω) is defined as the sine Fourier transform of the response function. It is a function of frequency. It is the Fourier transform (i.e. the usual Fourier transform with complex exponentials) of some function of time. Let us call that function χ (t). Let’s get an expression for that function of time. 7 We have χ̂BB (ω) = ∞ 0 = = = = = = dt χBB (t ) sin ωt 1 ∞ dt χBB (t ) eiωt − e−iωt 2i −∞ ∞ ∞ 1 iωt −iωt dt χBB (t )e − dt χBB (t )e 2i −∞ −∞ ∞ −∞ 1 dt χBB (t )eiωt − (−dt ) χBB (−t )eiωt 2i −∞ ∞ ∞ ∞ 1 iωt iωt dt χBB (t )e − dt χBB (−t )e 2i −∞ −∞ ∞ ∞ 1 iωt iωt dt χBB (t )e − dt χBB (−t )e 2i −∞ −∞ ∞ 1 dt (χBB (t ) − χBB (−t )) eiωt 2i −∞ Therefore 1 (χBB (t) − χBB (−t)) 2i 1 i = (Θ(t) (SBB (t) − SBB (−t)) − Θ(−t) (SBB (−t) − SBB (t))) 2i h̄ 1 (SBB (t) − SBB (−t)) = 2h̄ χBB (t) = So add χBB (t) to the list of functions that are related to SBB (t). Note the absence of Heaviside functions in this expression. Note also that this is an odd function of time. End of Lecture Recall that we need the Fourier transform of this. The result is straightfor12 ward. 10/29/09 8 χ̂BB (ω) = 1 ŜBB (ω) − ŜBB (−ω) 2h̄ To evaluate the energy absorption, it is clear that we need the Fourier transform of SBB (t). Earlier we obtained a general expression for it. ŜBB (ω) = 2π ρii |Bij |2 δ(ω − ωji ) ij where ωji = (Ej − Ei )/h̄ is the quantum mechanical frequency associated with the energy difference between the two states and e−Ei /kB T ρii = Q and Q is the quantum partition function. Hence π ρii |Bij |2 (δ(ω − ωji ) − δ(−ω − ωji )) h̄ ij π ρii |Bij |2 (δ(ω − ωji ) − δ(ω + ωji )) = h̄ ij χ̂BB (ω) = We get the following result for the rate of energy absorption. R(ω) = πg02 ρii |Bij |2 (δ(ω − ωji ) − δ(ω + ωji )) ω 2h̄ ij There are several things to note. 1. It is an even function of ω. For simplicity, let’s restrict our attention to positive frequencies. 2. For positive frequency, the ω factor in front is positive. The ρii and |Bij |2 factors are clearly positive. However, some of the delta functions are positive in magnitude and some are negative. 9 Lecture 13 11/5/09 • In the positive terms, the ωij is must be positive if the term is to be nonzero, so Ej > Ei . This corresponds to the absorption of a quantum of energy from the external field, with the system making a transition from state i to state j. Note that the ρii factor makes sense; the term that corresponds to such a transition should be proportional to the probability that the system is in state i to begin with. • In the negative terms, the ωji must be negative if the term is to be nonzero, so Ej < Ei . This corresponds to the emission of a quantum of energy into the external field, with the system making a transition from state i to a state j of lower energy. If we were considering an electromagnetic radiation field as the external field, then these two terms would correspond to absorption and stimulated emission of photons. The theory of the radiation field that we are using is essentially a classical theory (even though its interaction with the system is quantum mechanical and the system itself is quantum mechanical). Thus this theory does not include the physics of spontaneous emission.2 3. The Second Law of Thermodynamics still holds, so the overall result had better be positive, even though it has negative contributions. We will now demonstrate this. 2 It is reasonable that a theory that is calculating the response of a system to an applied field would not describe spontaneous processes that take place even in the absence of the applied field. However, no description of radiation that does not take into account the quantum nature of the radiation field can provide a theory of the spontaneous emission process. 10 slide R(ω) = πg02 ρii |Bij |2 (δ(ω − ωji ) − δ(ω + ωji )) ω 2h̄ ij It is an even function of ω. (Restrict attention to positive frequencies.) The ω factor in front is positive. The ρii and |Bij |2 factors are clearly positive. Some of the delta functions have a + sign and some have a − sign. • + sign: ωji must be positive if the term is nonzero, so Ej > Ei . describes the absorption of energy from the external field, with the system making a transition from state i to state j of higher energy. • − sign: ωji must be negative if the term is nonzero, so Ej < Ei . describes the emission of a quantum of energy into the external field, with the system making a transition from state i to a state j of lower energy. end of slide Let us break the sum into three types of terms: • those with Ej > Ei ; • those with Ej = Ei . These terms are zero, as is easily seen, because of the factor of ω out front and because the two delta functions cancel. • those with Ej < Ei . 11 R(ω) = πg02 ω ρii |Bij |2 (δ(ω − ωji ) − δ(ω + ωji )) 2h̄ ij(Ei <Ej ) + = πg02 ρii |Bij |2 (δ(ω − ωji ) − δ(ω + ωji )) ω 2h̄ ij(Ei <Ej ) + = πg02 ρjj |Bji |2 (δ(ω − ωij ) − δ(ω + ωij )) ω 2h̄ ij(Ej >Ei ) πg02 ρii |Bij |2 (δ(ω − ωji ) − δ(ω + ωji )) ω 2h̄ ij(Ei <Ej ) + = πg02 ρii |Bij |2 (δ(ω − ωji ) − δ(ω + ωji )) ω 2h̄ ij(Ei >Ej ) πg02 ω ρjj |Bji |2 (δ(ω + ωji ) − δ(ω − ωji )) 2h̄ ij(Ej >Ei ) πg02 (ρii − ρjj ) |Bij |2 (δ(ω − ωji ) − δ(ω + ωji )) ω 2h̄ ij(Ei <Ej ) (In getting the second equality, we merely interchanged the dummy summation variables i and j in the second sum. In getting the third equality, we interchanged the subscripts on the ω quantities and changed their signs in the second term. This is valid, given the definition of the ωij above. At this point, the two sums are very similar and can be combined to tive the last line.) For positive frequency, this is clearly positive, since ρii > ρjj if Ei < Ej . Thus, taking into account both the absorption and stimulated emission, the net result is always an absorption of energy from the field when the system is in equilibrium. slide The Second Law of Thermodynamics still holds, so the overall result had better be positive. Straightforward manipulations give: R(ω) = πg02 ω (ρii − ρjj ) |Bij |2 (δ(ω − ωji ) − δ(ω + ωji )) 2h̄ ij(Ei <Ej ) which is manifestly nonnegative. end of slide 12 4 Quantum mechanical fluctuation-dissipation theorem slide Let’s summarize a few definitions that we have accumulated in order to see the relationships among various functions. SAB (t) = ÂH (t)B̂H (0) i χAB (t) = Θ(t) (SAB (t) − SBA (−t)) h̄ 1 (SAB (t) + SBA (−t)) φAB (t) = 2 1 1 (χBB (t) − χBB (−t)) = (SBB (t) − SBB (−t)) χBB (t) = 2i 2h̄ (In all these definitions, the average is performed for an equilibrium ensemble and the system has a Hamiltonian that has no explicit time dependence.) end of slide There are various versions of the quantum mechanical fluctuation-dissipation theorem. The qualitative idea is that the absorption of energy from an external field is related to the behavior of fluctuations in the absence of the external field. The result we got above relating χ̂BB (ω) to ŜBB (ω) was one example of a statement of this idea. However, we can relate χ , which is the quantity most closely connected to dissipation, to the some of the other quantities that are related to fluctuations. To do this, let’s first derive a useful property of Ŝ(ω). 13 We showed earlier that ŜBB (ω) = 2π ρii |Bij |2 δ(ω − ωji ) ij Then SBB (−ω) = 2π ρii |Bij |2 δ(−ω − ωji ) = 2π ij = 2π ρii |Bij | δ(ω − ωij ) = 2π ρjj jj = 2π ρii |Bij |2 δ(ω + ωji ) ij 2 ij = 2π ρii ρjj |Bij |2 δ(ω − ωji ) ji ρii |Bij |2 δ(ω − ωji ) e−(Ej −Ei )/kB T ρii |Bij |2 δ(ω − ωji ) jj = 2π e−h̄ωji /kB T ρii |Bij |2 δ(ω − ωji ) jj = 2π e−h̄ω/kB T ρii |Bij |2 δ(ω − ωji ) = e−h̄ω/kB T SBB (ω) jj The result is SBB (−ω) = e−h̄ω/kB T SBB (ω) Thus χ̂BB (ω) = 1 1 ŜBB (ω) 1 − e−h̄ω/kB T ŜBB (ω) − ŜBB (−ω) = 2h̄ 2h̄ Similarly φ̂BB (ω) = 1 1 ŜBB (ω) + ŜBB (−ω) = ŜBB (ω) 1 + e−h̄ω/kB T 2 2 Hence φ̂BB (ω) = h̄ coth(h̄ω/2kB T ) χ̂ (ω) φ̂BB (ω) = h̄ coth(h̄ω/2kB T )χBB (ω) This is another statement of the fluctuation-dissipation theorem. We can use this to get an expression for the rate of absorption of energy in terms of φ̂BB . We get R(ω) = g2 g02 ωχBB (ω) = 0 ω tanh(h̄ω/2kB T )φ̂BB (ω) 2 2h̄ 14 This is another statement of the fluctuation-dissipation theorem, with the left side representing dissipation and the right side representing fluctuations. Let’s consider the classical limit of this. The classical limit corresponds to h̄ → 0, or h̄ω/2kB T → 0. For small x, tanh x = x + O(x3 ) So g02 2 ω φ̂BB (ω) 4kB T This is the same form as the classical result, if we make the reasonable guess that the quantum correlation function φ̂BB (t) approaches the classical correlation function CAA (t) in the classical limit. R(ω) → slide φ̂BB (ω) = h̄ coth(h̄ω/2kB T )χBB (ω) Get an expression for the rate of absorption of energy in terms of φ̂BB . R(ω) = g02 g2 ωχBB (ω) = 0 ω tanh(h̄ω/2kB T )φ̂BB (ω) 2 2h̄ Take the classical limit. The classical limit corresponds to h̄ → 0, or h̄ω/2kB T → 0. For small x, tanh x = x + O(x3 ) So g02 2 ω φ̂BB (ω) 4kB T The same form as the classical result, if we make the reasonable guess R(ω) → φ̂BB (t) → CAA (t) in the classical limit. end of slide 15 Lecture 13 11/5/09 continued in N14
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