Entropy for Mathematicians or - Ulm › fileadmin › website_uni_ulm › ... · second law of...

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Entropy for Mathematicians or . . . The final Blaubeuren chapters Who? Stephan Fackler When? December 16, 2016

Transcript of Entropy for Mathematicians or - Ulm › fileadmin › website_uni_ulm › ... · second law of...

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Entropy for Mathematicians or . . .The final Blaubeuren chapters

Who? Stephan Fackler

When? December 16, 2016

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Life, the Universe and Everything

“The general struggle forexistence of animate beings isnot a struggle for rawmaterials – these, fororganisms, are air, water andsoil, all abundantly available– nor for energy which existsin plenty in any body in theform of heat, but a strugglefor entropy, which becomesavailable through thetransition of energy from thehot sun to the cold earth.”

– L. Boltzmann

Figure: Ludwig Boltzmann

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The classical definition in physics

Definition Given a reversible physical process, its infinitesimalchange in entropy is

dS =δQT.

T : absolute heat of the system

δQ: amount of reversible heat transfer

Macroscopic definition of entropy

By the way: this is still mysterious because one needs agood definition of temperature!

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Well, you did not understand that?

At least you’re not alone . . .

Every mathematician knows it is impossible tounderstand an elementary course in thermodynamics.

– V.I. Arnold

So let’s do it not too elementary!

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Well, you did not understand that?

At least you’re not alone . . .

Every mathematician knows it is impossible tounderstand an elementary course in thermodynamics.

– V.I. Arnold

So let’s do it not too elementary!

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The basic conceptsConsider a cup containing four identical (red) balls

What we see: how many balls are on the le� half?(macroscopic configuration)

What we do not see: is our favorite ball on the le� half?(microscopic configuration)

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The microscopic definition

S set of all macroscopic states

Mψ set of microscopic states in the macroscopic state ψ

(Mψ,Σψ,Pψ) discrete probability space

Definition(Entropy)

The entropy S(ψ) of the state ψ ∈ S is defined as

S(ψ) = −kB

∑m∈Mψ

Pψ({m}) logPψ({m}).

Boltzmann showed that entropy changes in themicroscopic and macroscopic definition are proportional:to get the same one introduces

kB (Boltzmann constant)

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Example(uniform

distribution)

Suppose thatMψ has W ∈ N elements and

Pψ({m}) =1

W

for all m ∈Mψ . Then

S(ψ) = kB

∑m∈Mψ

1W

log W = kB log W ,

Boltzmann’s equation (isolated & in thermal equilibrium)

Figure: The equation as carved on Boltzmann’s gravestone

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Example(uniform

distribution)

Suppose thatMψ has W ∈ N elements and

Pψ({m}) =1

W

for all m ∈Mψ . Then

S(ψ) = kB

∑m∈Mψ

1W

log W = kB log W ,

Boltzmann’s equation (isolated & in thermal equilibrium)

Figure: The equation as carved on Boltzmann’s gravestone

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Equal a priori probability postulate

In physics one usually assumes that all microscopicstates have the same probability.

Definition(Ergodic

hypothesis)

Over long periods of time, the time spent by a system insome region of microstates is proportional to the volumeof this region.

Corollary All microstates are equiprobable over a long time.

For a density f ∈ L1(Mψ) and Koopman operators

limT→∞

1T

∫ T

0T (s)f ds =

∫Mψ

f dPψ.

The birth of ergodic theory!

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Equal a priori probability postulate

In physics one usually assumes that all microscopicstates have the same probability.

Definition(Ergodic

hypothesis)

Over long periods of time, the time spent by a system insome region of microstates is proportional to the volumeof this region.

Corollary All microstates are equiprobable over a long time.

For a density f ∈ L1(Mψ) and Koopman operators

limT→∞

1T

∫ T

0T (s)f ds =

∫Mψ

f dPψ.

The birth of ergodic theory!

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Let’s go back to the red balls!

Example (4balls le�)

1 microscopic configuration: W = 1

Example (2balls le�)

6 microscopic configurations: W = 6

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First conclusions

Essentially, you have tocount!

We’re talking about theorder of 1023 molecules,there’s a lot to count!

The entropy depends on thechoice of macroscopicstates, i.e. on the observer!

Figure: Count Count

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Second law of thermodynamics

Theorem The entropy of an isolated system is non-decreasing.

This is a probabilistic consequence (1023 molecules).

This is not an absolute truth in a mathematical sense.

If you’re interested in “violations” of the second law atsmall scales, look up the fluctutation theorem (verified forRNA foldings).

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“The law that entropy always increases holds, I think,the supreme position among the laws of Nature. If someonepoints out to you that your pet theory of the universe is indisagreement with Maxwell’s equations — then so much theworse for Maxwell’s equations. If it is found to becontradicted by observation — well, these experimentalistsdo bungle things sometimes. But if your theory is found tobe against the second law of thermodynamics I can give youno hope; there is nothing for it but to collapse in deepesthumiliation.”

– Sir Arthur Stanley Eddington

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So gas has maximal entropy if it is homogeneouslydistributed throughout space, right?

We follow J. Baez and take a huge amount of gas in outerspace . . .

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Under the influence of gravity such gas is buildingstructure . . .

So does gravity violate the second law?

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As the cloud gets denser (decrease in entropy), it getsho�er (increase in entropy). However, for a cloud ofradius R we still have

dSdR

> 0.

In fact, one has for the cloud

dEdR

> 0,dSdR

> 0,dTdE

< 0

(the less energy the gas has, the higher its temperature).

Dividing the second by the first equation and using thedefinition of temperature 1

T = dSdE

dSdR· dR

dE=

dSdE

=1T> 0.

Multiplying the first with the third equation

dEdR· dT

dE=

dTdR

< 0.

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As the cloud gets denser (decrease in entropy), it getsho�er (increase in entropy). However, for a cloud ofradius R we still have

dSdR

> 0.

In fact, one has for the cloud

dEdR

> 0,dSdR

> 0,dTdE

< 0

(the less energy the gas has, the higher its temperature).Dividing the second by the first equation and using thedefinition of temperature 1

T = dSdE

dSdR· dR

dE=

dSdE

=1T> 0.

Multiplying the first with the third equation

dEdR· dT

dE=

dTdR

< 0.

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So why is the second law of thermodynamics notviolated? It is literally before your very eyes . . .

The decrease in entropy of the gas is way than morecompensated by the increase in entropy due to theemi�ed radiation!

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So why is the second law of thermodynamics notviolated? It is literally before your very eyes . . .

The decrease in entropy of the gas is way than morecompensated by the increase in entropy due to theemi�ed radiation!

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Let’s get singular . . .

Gravitationally bound systems can never be in thermalequilibrium with their environment! They shrink andshrink until . . .

The entropy of the cloud decreases until the very end. Sowhat is the entropy of a black hole?

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The entropy of black holesDoes a black hole have non-zero entropy?

Thought experiment: Throw some mass into the black holeA zero entropy black hole would destroy the entropy of theparticleThe holy second law forbids thatConsequence: a black hole has non-zero entropy

Hawking calculated the entropy of black holes using(thermal) Hawking radiation

SBH = kBA

4`2p, `p =

√G~c3 .

By the Bekenstein bound the entropy S(A) contained in asurface of area A satisfies

S(A) ≤ kBA

4`2p.

Led to many developments in quantum gravity

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The entropy of black holesDoes a black hole have non-zero entropy?

Thought experiment: Throw some mass into the black holeA zero entropy black hole would destroy the entropy of theparticleThe holy second law forbids thatConsequence: a black hole has non-zero entropy

Hawking calculated the entropy of black holes using(thermal) Hawking radiation

SBH = kBA

4`2p, `p =

√G~c3 .

By the Bekenstein bound the entropy S(A) contained in asurface of area A satisfies

S(A) ≤ kBA

4`2p.

Led to many developments in quantum gravity

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A theory is the more impressive the greater thesimplicity of its premises, the more di�erent kinds of thingsit relates, and the more extended its area of applicability.Therefore the deep impression that classicalthermodynamics made upon me. It is the only physicaltheory of universal content which I am convinced will neverbe overthrown, within the framework of applicability of itsbasic concepts.

– Albert Einstein

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Nothing in life is certain except death, taxes and thesecond law of thermodynamics. All three are processes inwhich useful or accessible forms of some quantity, such asenergy or money, are transformed into useless, inaccessibleforms of the same quantity. That is not to say that thesethree processes don’t have fringe benefits: taxes pay forroads and schools; the second law of thermodynamicsdrives cars, computers and metabolism; and death, at thevery least, opens up tenured faculty positions.

– Seth Lloyd

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Merry Christmas!