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For a single large two-state paramagnet, the multiplicity function is very sharply peaked about N=N/2.

(a) Use Stirling's approximation to estimate the height of the peak in the multiplicity function.

(b) Use the methods of this section to derive a formula for the multiplicity function in the vicinity of the peak, in terms of xN(N/2). Check that your formula agrees with your answer to part (a) when x=0.

(c) How wide is the peak in the multiplicity function?

(d) Suppose you flip 1,000,000coins. Would you be surprised to obtain heads and 499,000 tails? Would you be surprised to obtain 510,000 heads and 490,000 tails? Explain.

Short Answer

Expert verified

a) The peak of the height within the multiplicity function max2N

b) The multiplicity function within the vicinity of the height, maxe2x2N

c) The height within the multiplicity function is w=2N

d) While a results of 501,000 individuals falls just ahead of the apex, this isn't very astonishing. A conclusion of 510,000 heads, from the opposite hand , is significantly outside the high and would are unusual.

Step by step solution

01

Microstates Quantity (a)

(a) Assume we get a paramagnet has N magnets, and shut to half them are as in spin-up state, giving in N=12N,, where Nby signifies the energy units. This method provides quantity of microstates:

max=N+N+1N=N2+N2+1N2

when N is solely an honest

maxNN2=N!N2!N2!

For such design variables, we'll employ Stirling's approximation:

n!2nnnen

max2NNNeN2N2N2N2eN22

max2NNNeN2N2N2NeN

max2NNNNN2N

max2N2NN

max2N+12N

max2N+12N

max2N

02

Vicinity of the height   (b) 

b) We derive its multitude solution within the location of the crest, let:

x=NN2N=N2+x

x=NNN2N=N2x

Therefore, while the subsequent is accurate:

=N+N+1N=N2+x+N2x+1N2xN2x

N2x=N!N2x!N2+x!

As a conclusion, the redundancy think about units of xis:

2NNNeN2N2xN2xN2xeN2x2N2+xN2+xN2+xeN2+x

eNwith eN2+xeN2x

2NNN2N2xN2xN2x2N2+xN2+xN2+x

2N2+x2N2x=2N22x2

03

Equation

2NNN2N22x2N2xN2xN2+xN2+x

2NNN2N22x2N2xN2N2xxN2+xN2N2+xx

N2+xN2N2xN2=N22x2N2

2NNN2N22x2N22x2N2N2xxN2+xx

NNN2N22x2N2+12N2xxN2+xx

We also may function of notation and handle massive Napplications without feeling worried concerning square root values. As a basis, here's a conservative calculation:

NNN22x2N2N2xxN2+xx

both on sides, have used the expectation andtake care of ln(ab)=ln(a)+ln(b)andlnab=ln(a)ln(b)

ln()lnNNlnN22x22lnN2+xxlnN2xx

ln()Nln(N)N2lnN22x2xlnN2+x+xlnN2x

N2lnN22x2=N2lnN2212xN2

N2lnN22x2=N22lnN2+ln12xN2

04

Remaining Equation

ln(1+x)=xfor|x|<<1

N2lnN22x2=N22lnN22xN2

N2lnN22x2=NlnN22x2N

N2lnN22x2=NlnNNln22x2N

xlnN2+x=xlnN2+xln1+2xN

xlnN2+x=xlnN2+2x2N

05

Fourth Term of Equation

xlnN2x=xlnN2+xln12xN

xlnN2x=xlnN22x2N

ln()Nln(N)NlnN+Nln2+2x2NxlnN22x2N+xlnN22x2N

ln()Nln2+2x2N2x2N2x2N

ln()ln2N2x2N

2Ne2x2N

maxe2x2N

max=2N

06

Peak value (c)

c) Oncethe top declines to 1eof its previous peak, the length of the crest is:

maxe=maxe-2x2N

e-1=e-2x2N

2x2N=1

As a response, the peak's girth is increased.

07

Coins  (d)

d) If 1000000 currencies were spun, the probability of getting 501000 heads is (let Nbe the head):

Substitution giving in:

x=NN2

=50100010000002=1000

P=max

P=e2x2N

x=1000and N=1000000are changed, giving in:

P=e2(1000)21000000=0.1353

It wouldn't be a very controversial outcome, given the big likelihood.

Obtaining a conclusion of 510000heads seems to own a likelihood of:

x=NN2

=51000010000002

=10000

P=e2(10000)21000000

=1.3841087

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