Power Laws in Natural (Critical) Phenomena

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Transcript of Power Laws in Natural (Critical) Phenomena

Power Lawsin

Natural (Critical) Phenomena

Mini-talk 4Examples of Power Laws

Y.M. WONGLAFAYETTE COLLEGE

3/30/2012

Agenda• Review of

– Thermodynamic Functions and critical Indices– Scaling Hypothesis, Universality, Power laws

• Show and Tell– Physical– Other Science

• Next time:– Landau’s Mean Field Theory

Notable Persons of the Week

Origin of Thermodynamics

• Simplicity to Complexity• Critical Phenomena, Complex?

2

2

. . ({ }; , )

Equation of state: ( , , )

( , ) Thermodynamic functions: C

Correlation: g( , ') ( ) ( ')

st

Fi

atei j i

HH

Z e e e g H s J H J s s s H

Derivatives of FP P V T N

G T HTT

r r n r n r

β β− Η= ≡ = − −

⇒• =

∂• = −

• =< >

∑ ∑∑ ∑

Parameters of Phase Transition

Universality: an Illustration

Kadanoff et al, RMP 39, 395 (1967)

Critical Phenomena: Divergence of some thermodynamic Observables

J.T. Ho and J.D. Litster, PRL, 22, 603 (1969)

???M Hfβ βδ =

Origin of Critical Indices

• Widom’s Scaling Hypothesis• All thermodynamic functions (Complexity)• Homogeneous functions of 2 variables• Simplicity• Relations among all indices

)( ( ,, )pf y f x yxλ λ λ=

Critical Indices

Kadanoff et al, RMP 39, 395 (1967)

Show and Tell

• More Pictures• Less Equations (away from G….)

2D Ising model

Magnetic Specific Heat of Rb2CoF4

• Rb2CoF4 is a layered (2D Ising) antiferromagnet• Nonmagnetic background (0.16E-6) subtracted• Amplitude adjusted for the unknown A.

2

2

)( , ) (

mH

G T H dc AT dT

n index of refraction

nT ∆∂

=

− =∂

=

Nordblad, et al., Phys. Rev. B 28. 278 (1983).

Superfluid λ-Transition

Fairbank et al, Proc. 1965 Washington Conference on Critical Phenomena

Cv of 4He near Tc

Ahlers, PRA 3, 696 (1971); Lipa et al, PRL 76, 944 (1996)

Superfluid Density near Tc

Greywall and Ahlers, PRA 7, 2145 (1973)

Fluid: Specific Heat of NiCl2·6H2O

Robinson et al, Phys. Rev. 117, 402–408 (1960)

'

~ 0

~ (- ) 0' ?

pC t t

t t

α

α

α α

<

• >

<•

c

c

T TtT−

• ≡

1st: Relations among Indices?

Scaling laws: predictions and Falsification

Kadanoff et al, RMP 39, 395 (1967)

Fluid Compressibility

Kadanoff et al, RMP 39, 395 (1967)

Even

• More Pictures• Less equations

Scaling in Sociology

Gupta et al., arXiv.0301523

p(x;µ,σ 2 ) =1

2π 2σe−

12

x−µσ

2

p(x;β,T ) =β −1( )T β−1

(x + T )β

Scaling in Biology

Wekipediak ~ mα (α = 3 / 4)

Scaling in Microbiology

Wekipedia

Pareto: Income

cdf (x) = cx−α

p(x) ~1

x1+α

Italian economist Vilfredo Pareto, is a power law probability distributionthat coincides with social, scientific, geophysical, actuarial, and many other types of observable phenomena.

End Show and Tell

• More Pictures• Less equations