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ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email [email protected] Tel (65) 874-2749 Fax (65) 779-5452

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Page 1: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

ISING MODEL & SPIN REPRESENTATIONS

Wayne M. Lawton

Department of Mathematics

National University of Singapore

2 Science Drive 2

Singapore 117543

Email [email protected] (65) 874-2749Fax (65) 779-5452

Page 2: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

ONE-DIMENSIONAL MODEL

R1}{-1, X:E N

N

1i

N

1i

)i(sH)1i(s)i(s E(s)

Partition Function

R

kT

1,E(s))exp(-) Z(

Xs

Energy Function

RR:Z

Page 3: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

ONE-DIMENSIONAL MODEL

N1N3221

PTracePPP ) Z( ssssss

Transfer Matrix

)H(

)H(

ee

ee)P(

Trace Formula

22RR:P

42 e)H(sinh)Hcosh(e

Page 4: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

TWO-DIMENSIONAL MODEL

)s,,s(),,,( n1n1

n

1)(E),(E )E( 112

2nN

n

1iii2 ss ),(E

n

1i

n

1ii1ii1 sHss )(E

Page 5: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

TWO-DIMENSIONAL MODEL

nPTrace ) Z(

Transfer Matrix

Trace Formula

nn 22RR:P

)(E),(EexpP 12

Problem : Compute the largest eigenvalue of P

Page 6: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

PROBLEM FORMULATION

123 VVVP

n

1iiiss1 ssexp )V(

Factorization

n

1issss 1iinn11ss2 ssexp )(V

n

1issss inn11ss3 Hsexp )(V

Page 7: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

PROBLEM FORMULATION

IZYX 222

Pauli spin matrices

10

01Z,

0i

i0Y,

01

10X

0XZZXZYYZYXXY iYZX,iXYZ,iZXY

sinhXcoshe X

siniZcose Zi

Page 8: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

PROBLEM FORMULATION

construct

IXIIX

n,1,

IYIIY

IZIIZ

For distinct subscripts everything commutes For any subscript, the Pauli matrix relations hold

by tensor products of n factors

For nn 22 matrices

Page 9: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

PROBLEM FORMULATION

Xe)2sinh(2ee

eea

2e tanh 1

2n1 V)2sinh(2aa V

n

1XXX

1 e ee V

n

11ZZ

2 e V

n

1ZH

3 e V

Page 10: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

CLIFFORD ALGEBRA

ijijji 2

Generated by n2,,1i, i

that satisfy the anticommutation rule

1211 Y,Z Example

214213 YX,ZX

k1k1k2k1k11k2 YXX,ZXX

Page 11: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

CLIFFORD ALGEBRA

n2

2

1

n2,n22,n21,n2

n2,22221

n2,11211

n2

2

1

C)SO(2n, For any orthogonal matrix

the entries below satisfy the anticommutation rules

Page 12: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

SPIN REPRESENTATION

n2,,1i),(S)(S 1ii

n2n2CC)SO(2n,:S Lemma 1.There existssuch that

Proof For planar rotators

2kj2kj2sincosexp)(S

sincos)(S)(S kj1

j

cossin)(S)(S kj1

k

)|k(j,

Page 13: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

SPIN REPRESENTATION

ie Lemma 2.The eigenvalues of

are 1 with multiplicity (2n-2) and

)(S

,YZ,XZ 21k21j

)|(jk

The eigenvalues of are 2ie

each with multiplicity 1n2

Proof First part is trivial. For the second, choose

222kj iZYX

IIe0

0eI)(S

2i

2i

Page 14: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

SPIN REPRESENTATION

Lemma 3 Let

)(S

where

)|()|()|( n21 }n2,,2,1{},,,,,,{

and },,{ n1 are complex numbers. Then

2n

21 expexp)(S

has eigenvalues ni1i e,,e

has eigenvalues 2/)ni2i1i(ie

Proof Obvious

Page 15: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

SOLUTION

If there is no external magnetic field (H=0), then

21VVV

logn

1

nlim)]2sinh(2log[

2

1)(Zlog

N

1

Nlim

where is the largest eigenvalue of

n

1jjX

1 e V

n

1k1kZkZ

2 e V

Page 16: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

SOLUTION

implies that

n

1j

n

1j1j2j2ijX

1 e e V

1ZnZ1n

1j

1jZjZ2 ee V

jjj1j2j2 iXZY

1n,,1j,ZiZYZX 1jjj1jjj21j2

)XX(ZiZ n1n1n21

Page 17: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

SOLUTION

1n

1j

j21j2in21Ui2 e e V

n21 XXX U

n

1k

1k2k2i1n

1j

j21j2in21Ui eee V

21 etanh0,,

Page 18: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

SOLUTION

)UI()UI(U,UI)UI(U

,I U,iU 2n221

n

n21i2

UIn21i2

UIUn21i eee

n

1k

1k2k2i1n

1j

j21j2in21i eee V

V2

UIV

2

UIV

Page 19: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

SOLUTION

RXX U

The matrix U commutes with both

(however

I0

0IU~

RUR 1-

B0

0AV~

B0

0AV~

VV and VV and do not commute with each other

as erroneously claimed in line 7, page 380 Huang)

therefore

and

Page 20: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

SOLUTION

To find the eigenvalues of VV and

we first find the 2n x 2n rotation matrices

such that )2i|(1,2n)S(V

1n

1j

n

1k)i2|1k2,k2()i2|j2,1j2(

and

)i|n2,1n2()i|4,3()i|2,1(

)i2|n2,1( )i2|1n2,2n2()i2|3,2(

Page 21: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

SOLUTION

A0B

AB

0BAB

BBA

**

*

cosh2cosh2h2insicosh2

h2insicosh2-cosh2cosh2A

h2ins0.5sinh2-hcosisinh2-

hinsisinh2h2ins0.5sinh2-B

2

2

Page 22: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

SOLUTION

1n2,,1,0k,e kk

2sinh2sinhnkcos2cosh2coshoshc k

)0.5(exp Vof ig.e 2n220

)0.5(exp Vof ig.e 1n231

)0.5(exp of ig.elargest 1n231

Page 23: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

SOLUTION

2coth2coshD

dt

0

)t2cos211(Dlog2

1log

n

1

nlim

D

2

Page 24: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

REFERENCES

K. Huang, Statistical Mechanics, Wiley, 1987

N. Hurt and R. Hermann, Quantum StatisticalMechanics and Lie Group Harmonic Analysis,Math. Sci. Press, Brookline,

B. Kaufman, “Crystal statistics, II. Partitionfunction evaluated by spinor analysis”, PhysicalReview 76(1949), 1232-1243.

E. Ising, Z. Phys. 31(1925)

R. Herman, Spinors, Clifford and CayleyAlgebra,Interdisciplinary Mathematics, Vol. 17, Math. Sci.Press, Brookline, Mass. 1974.

Page 25: ISING MODEL & SPIN REPRESENTATIONS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email

REFERENCES

D. H. Sattinger and O. L. Weaver, Lie Groupsand Algebras with Applications to Physics,Geometry, and Mechanics, Springer 1986.

L. Onsager, Crystal statistics, I. “A two-dimensionalmodel with an order-disorder transition”, PhysicalReview 65, (1944), 117.

T. D. Schultz, Mattis, D. C. and E. H. Lieb, “Twodimensional Ising model as a soluble problem ofmany fermions”, Reviews of Modern Physics,36 (1964), 856-871.C. Thompson, Mathematical Statistical Mechanics,MacMillan, New York, 1972.