13 Task Theoretical Physics VI - Statistics
13.1 (Exact solution of the Ising model in
d = 1
)a)
Werstwantto show,thatthepartitionfunction canbewritten as:
Z N (T, B 0 ) = X
S 1 ,S 2 ,...,S N
e β P i (gµ B B 0 S i +JS i S i+1 )
= X
S 1 ,S 2 ,...,S N
τ (S 1 , S 2 ) τ (S 2 , S 3 ) . . . τ (S N , S 1 )
theHamiltonianisgivenwith
H ˆ = −J
N− 1
X
i=1
S ˆ i S ˆ i+1 − gµ B B 0 N
X
i=1
S ˆ i
Usingthedenition ofpartitionfunction ():
Z N = T r(e −βH )
= X
S 1 ,S 2 ,...,S N
e β P i (gµ B B 0 S i +JS i S i+1 )
= X
S 1 ,S 2 ,...,S N
e β(gµ B B 0 S 1 +JS 1 S 2 )+β(gµ B B 0 S 2 +JS 2 S 3 )+...+(gµ B B 0 S N +JS N S N+1 )
= X
S 1 ,S 2 ,...,S N
e β ( 1 2 gµ B B 0 (S 1 +S 2 )+JS 1 S 2 ) +β ( 1 2 gµ B B 0 (S 2 +S 3 )+JS 2 S 3 ) +...+ ( 1 2 gµ B B 0 (S N +S 1 )+JS N S N+1 )
Thisrearrangementwillprovetobeuseful. Nowwewanttousetheperiodic
boundarycondition
S ˆ N +1 = ˆ S 1
and wefurther denethefunction:τ (S i , S i+1 ) = exp
β
J S i S i+1 + 1
2 gµ B B 0 (S i + S i+1 )
whichleadsusdirectlyto:
Z N = X
S 1 ,S 2 ,...,S N
e β P i (gµ B B 0 S i +JS i S i+1 )
= X
S 1 ,S 2 ,...,S N
e β ( 1 2 gµ B B 0 (S 1 +S 2 )+JS 1 S 2 ) +β ( 1 2 gµ B B 0 (S 2 +S 3 )+JS 2 S 3 ) +...+ ( 1 2 gµ B B 0 (S N +S 1 )+JS N S 1 )
= X
S 1 ,S 2 ,...,S N
τ (S 1 , S 2 ) τ (S 2 , S 3 ) . . . τ (S N , S 1 )
TheTransfermatixisdenedwith:
T =
τ 1 2 , 1 2
τ − 1 2 , 1 2 τ 1 2 , − 1 2
τ − 1 2 , − 1 2
thisfollowsfromthe4possiblespincombinations,whichevery
S i , S i+1
canhave.
Wearemeantto show,that
X
S i ,S j ,S k
τ (S i , S j ) τ (S j , S k ) = X
S i ,S j
T 2
S i ,S k
with
T 2
S i ,S k = P
S j τ (S i , S j ) τ (S j , S k )
. Wecansimplywrite:X
S i ,S j ,S k
τ (S i , S j ) τ (S j , S k ) = X
S j
X
S i ,S k
τ (S i , S j ) τ (S j , S k )
= X
S i ,S j
T 2
S i ,S k
c)
Wecandenethespinstates
|S i = 1 2 i =
1 0
|S i = − 1 2 i =
0 1
andwiththoseweget:
1 2 |T | − 1
2
= 1 0
τ 1 2 , 1 2
τ 1 2 , − 1 2 τ 1 2 , − 1 2
τ − 1 2 , − 1 2 0 1
= τ 1
2 , − 1 2
orgenerally
hS i |T |S i+1 i = τ (S, S i+1 )
Thiscanbeinsertedinthepartitionfunction:
Z N = X
S 1 ,S 2 ,...,S N
τ (S 1 , S 2 ) τ (S 2 , S 3 ) . . . τ (S N , S 1 )
= X
hS 1 |T |S 2 i hS 2 |T |S 3 i . . . hS N |T |S 1 i
Z N = X
S 1
S 1 |T N |S 1
= T r T N
the trace denition. While the trace is the sum of the eigenvalues of a
matrixandthisoneis2x2wegettwodierenteigenvalues
λ 1,2
forT
,usingthemultiplicitythisleadsto
Z N = T r T N
= λ N 1 + λ N 2
Togettheeigenvaluesof
T
,werstwriteT
in fullform:T =
exp
β J 4 + 1 2 gµ B B 0
exp
β − J 4 exp
β − J 4
exp
β J 4 − 1 2 gµ B B 0
Calculatingtheeigenvalues
λ 1,2
ofthetransfermatrixdet |T − λE| = 0 =
exp
β J 4 + 1 2 gµ B B 0
− λ exp
β − J 4 exp
β − J 4
exp
β J 4 − 1 2 gµ B B 0
− λ
leadingto
0 =
exp
β J
4 − 1 2 gµ B B 0
− λ exp
β J
4 + 1 2 gµ B B 0
− λ
− exp
2β
− J 4
0 = exp βJ
2
− λ exp
β J
4 − 1 2 gµ B B 0
− λ exp
β J
4 + 1 2 gµ B B 0
+ λ 2 − exp
− βJ 2
0 = λ 2 − λ exp βJ
4 exp
β 2 gµ B B 0
+ exp
− β 2 gµ B B 0
+ exp
βJ 2
− exp
− βJ 2
0 = λ 2 − 2 exp βJ
4
cosh β
2 gµ B B 0
λ + 2 sinh βJ
2
meaningtheeigenvaluesare:
λ 1,2 = exp βJ
4
cosh β
2 gµ B B 0
± s
exp βJ
2
cosh 2 β
2 gµ B B 0
− 2 sinh βJ
2
λ 1,2 = exp βJ
4
cosh β
2 gµ B B 0
± s
cosh 2 β
2 gµ B B 0
− 2 exp
− βJ 2
sinh
βJ 2
!
d)
We are considering the limit
λ 2
λ 1 1
which meansλ 1 λ 2
, meaningwecanneglect
λ 2
andonlyneedtoconsiderλ 1
. Usingfromc)Z N (T, B 0 ) = λ N 1 + λ N 2
≈ λ N 1
=
"
exp βJ
4
cosh β
2 gµ B B 0
+
s cosh 2
β 2 gµ B B 0
− 2 exp
− βJ 2
sinh
βJ 2
!# N
Denitionoffreeenergy:
F (T, B 0 ) = −k B T ln Z N (T, B 0 )
= −N J
4 ln cosh β
2 gµ B B 0
+
s cosh 2
β 2 gµ B B 0
− 2 exp
− βJ 2
sinh
βJ 2
!
Wecan look at specialcases
β → ∞
, meaningT → 0
thereforethe expo-nentialtermwill vanishandweget:
F (T, B 0 ) = −N J 4 ln
cosh
β 2 gµ B B 0
+ cosh
β 2 gµ B B 0
= −N J 4 ln
2 cosh
β 2 gµ B B 0
= −N J 4
ln 2 + ln
cosh β
2 gµ B B 0
Ortheotherspecialcase
B 0 → 0
,wethengetusing onlyrstorder taylor-expansion(
cosh (x) = 1 + x 2 2 + . . .
):Z N (T, 0) ≈
"
exp βJ
4
1 + s
1 − 2 exp
− βJ 2
sinh
βJ 2
!# N
=
"
exp βJ
4
1 + s
1 − exp
− βJ 2 exp
βJ 2
− exp
− βJ 2
!# N
=
exp βJ
4
1 + p
1 − 1 + exp (−βJ ) N
=
exp βJ
4
+ exp
− βJ 4
N
=
2 cosh βJ
4 N
andafreeenergyof
F (T, 0) = −k B T ln Z N (T, 0)
Magnetization:
M (T, B 0 ) = 1 β
∂
∂B 0
ln Z N (T, B 0 )
= 1 β
∂
∂B 0
ln λ N 1
= N
β 1 λ 1
∂
∂B 0
λ 1
= N
βλ 1
exp βJ
4 ∂
∂B 0
cosh β
2 gµ B B 0
+
s cosh 2
β 2 gµ B B 0
− 2 exp
− βJ 2
sinh
βJ 2
!
CASmeaningmathematica:
M (T, B 0 ) = β
2 gµ B sinh β
2 gµ B B 0
1 + exp
− βJ 4 cosh
β 2 gµ B B 0
ζ cosh
β 2 gµ B B 0
+ ζ
with
r
exp (−βJ ) + cosh 2
β 2 gµ B B 0
− 1 = ζ
. WhiletheresultofM
seemstobewrongweskiptheisothermalsusceptibility:
χ T (B 0 ) = ∂M
∂B 0
skipped