Newtonian Physics Electromagnetism ... -...

40
Physics is time symmetric Nature is not Fundamental theories of physics don’t depend on the direction of time Newtonian Physics Electromagnetism Relativity Quantum Mechanics II law of thermodynamics - only law of nature that exhibits direction of time!

Transcript of Newtonian Physics Electromagnetism ... -...

Page 1: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Physics is time symmetric Nature is not

Fundamental theories of physics don’t depend on the direction of time •  Newtonian Physics •  Electromagnetism •  Relativity •  Quantum Mechanics

II law of thermodynamics - only law of nature that exhibits direction of time!

Page 2: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

The First Law of Thermodynamics:

the only allowed changes for a system are those that do not change the total energy of the Universe.

0=Δ+Δ

Δ+Δ=Δ

gsurroundinsystem UUWQU

This rxn occurs in one direction and not in the

opposite.

ΔU = 0

Energy conservation is not a criterion to decide

if a process will occur or not !!!!

Page 3: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

v  A spontaneous process can occur in a system left to itself; no outside action is necessary v  A non-spontaneous process cannot take place in a system left to itself

If a process is spontaneous, the reverse process is non-spontaneous and vice versa.

“Spontaneous” says nothing about how fast a process occurs

Spontaneous process

Diamond is thermodynamically favored to convert to graphite, but not kinetically favored.

Page 4: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Irreversible Processes a change in the thermodynamic state of a system and all of its surroundings cannot be precisely restored to its initial state by infinitesimal changes in some property of the system without expenditure of energy.

All Real processes are irreversible.

Each state reached during the transition is far more probable than that which preceded it.

11 −+ >> ii PP

Page 5: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Reversible proces

The occurrence of each such step is infinitesimally more probable than its non-occurrence.

11 −+ ≥ ii PP

The system changes in such a way that the system and surroundings can be put back in their original states by

exactly reversing the process.

In a reversible process changes are infinitesimally small.

Page 6: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Efficiency Free energy transduction is least efficient when it

proceeds by the uncontrolled release of a big constraint.

Free energy transduction is most efficient when it proceeds by the incremental, controlled release of many

small constraints.

Page 7: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

H = U + PV &

ΔH = ΔU + Δ(PV)

For a system at constant pressure: ΔH = ΔU + PΔV and wp = -PΔV

Enthalpy

ΔH = Hfinal – Hinitial State function (path independent)

Enthalpy is an extensive property ΔHtotal = (moles reacted) x ΔHrxn

Page 8: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

The standard enthalpy change, ΔHo, of a reaction is the enthalpy change when reactants and products are in their standard states.

Standard Enthalpy Change

(n & m are stechiometric coefficients)

∑∑ Δ⋅−Δ⋅=Δ otsreac

oproducts

orxn HmHnH tan

The change of enthalpy of a reaction is fairly independent of temperature.

Page 9: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Second law of Thermodynamics

Page 10: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Entropy is an extensive property ΔStotal = (ΔSsystem ) x (moles reacted) )1()2(

2

1

SSTdQS rev −==Δ ∫

•  Rudolf CLAUSIUS (1822-1888) •  1865: Definition of entropy for a process

occurring at constant temperature is:  

•  Qrev = the heat that is transferred when the process is carried

out reversibly at a constant temperature. •  T = temperature in Kelvin.

dSI =dQrev

T

For irreversible processes in a non-isolated system. T

dQdSI >

For thermally isolated systems ΔS ≥ 0.

Entropy

Page 11: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

•  Ludwig BOLTZMAN •  1872: Kinetic theory •  1880: Statistical interpretation of

entropy: disorder in energy space

There are W(U) states available to a physical system with energy U.

kB = 1.380662·10-23 J/K

)](ln[)( UWkUS B=Once the system has come to equilibrium, its entropy is defined as:

The Boltzmann (physical) Entropy. It is a thermodynamic state function that measure how the dispersal of energy alters when a system changes from one state to another.

Thermodynamics and atomic hypothesis

Page 12: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Entropy is a state function describes the direction of a process due to changes in

heat input or output and the associated molecular rearrangements.

PROBABILITY suggests that a spontaneous reaction will result in entropy created by the dispersal * of energy (∆Ssurround) * of matter (∆Ssystem)

Higher entropy is often associated with greater

disorder, but really measures how energy is spread out in a system.

Page 13: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

metastable

0=∑F

unstable

stable

out of equilibrium

global state

microstates Reaction coordinate

Energy

Global States vs. Microstates

Page 14: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Multiplicity

For 4 trials, PHHHH = PHTHH = (0.5)4, All sequences are equally probable

outcome

sequence composition

THHH HTHH HHTH HHHT

1T3H

HHHH

0T4H

But not all compositions

0 1 2 3 40.0

0.1

0.2

0.3

0.4

0.5

1/16 1/16

1/4 1/4

3/8

k

p(k)

)!!*(!),(nNn

NNnW−

=

WistheWahrscheinlichkeit,thefrequencyofoccurrenceofamacrostateorthenumberofpossiblemicrostatescorrespondingtothemacroscopicstateofasystem

Page 15: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

n W lnW

4 0

3 1.386

2 1.792

1 1.386

0 0

Total W = 16

N = 4

0 1 2 3 4

n

W

1!4!0!4=

4!3!1!4=

6!2!2!4=

4!1!3!4=

1!0!4!4=

Multiplicity

)!!*(!),(nNn

NNnW−

=

THHH HTHH HHTH HHHT

1T3H

HHHH

0T4H

Page 16: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

N = 4

0 1 2 3 40

6

n

W

N = 10

0 1 2 3 4 5 6 7 8 9 100

250

n

W

N = 100

0 50 1000.0

1.0×1029

n

W

In any number of trials the composition has a tendency to 50%H50%T

For any system, if W(n) is known, n* where dW(n)/dn = 0 is the most likely number to observe

The same applies to lnW(n)

Multiplicity

Page 17: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Barometric formula

potential energy = mgh = work against the gravity

ghmEpot ⋅=h

a particle above the ground

Page 18: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

A column of compressible gas in the gravity field: T is constant, but density depends on height

gdhhdp )(ρ=−

dhVnm

=ρ nkTpV =ideal gas equation

n – number of particles m - mass

density

pdhkTmgdp −=substituting:

∫∫ −=hp

po

dhkTmg

pdp

0

kTmgh

pp

o

−=lnkTmgh

oepp /−=

dpp −

p

Barometric formula

po

Page 19: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

kTmgh

o

epp /−=

Barometric formula

kTE

o

potecc /−=

kTmgh

o

enn /−= n = number of particles

per unit volume

c = concentration (which is probability)

because pressure is proportional to the number of particles p ~ n

normalizing to the volume c = n/V

potEUH +=kTH

o

ecc /Δ−=

in our case U is constant because T is constant

Page 20: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Boltzmann equation uses probabilities

kTEE

j

i jiepp /)( −−=

the relative populations of particles in states i and j separated by an energy gap

∑=

= t

j

kTE

kTE

jj

j

e

ep

1

/

/

∑=

−t

j

kTE je1

/ - partition function

the fraction of particles in each state:

ΔE2-1

ΔE3-2

1

3

2

Page 21: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

S = k lnW

Free energy difference ΔG = ΔH - TΔS

W - the number of micro-states

e-1 = 0.37

e-2 = 0.135

e-3 = 0.05

e-4 = 0.018

e-5 = 0.007

ΔH

entropic advantage

The energy difference here represents enthalpy H = U + W (internal energy +work)

kTG

j

i epp /Δ−=

For two global states which can be ensembles of microstates:

ΔH

pi / pj

pi

pj

kTH

j

i epp /Δ−=

Page 22: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Multiplicity can be connected to the macroscopic world through definition of Entropy

ΔS = dQdT∫

!lowoftheheatintothesystemallowsthissystemtooccupymorestates

There are W(U) states available to a physical system with energy U.

kB = 1.380662·10-23 J/K

)](ln[)( UWkUS B=

Once the system has come to equilibrium, its entropy is defined as:

Page 23: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Example of enthropy estimation

An isothermal (dU = 0) expansion.

Initial state of a reversible expansion through absorption of heat, dQ. dW = -dQ ≠ 0, and dSrev = dQ/T;

Initial state for irreversible expansion caused by removal of a partition dividing the chamber

dW = dQ = dU = 0, and dSirr > 0;

The identical final state that is reached, with the final volume = twice initial volume.

Page 24: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

The first experiment - reversible

The change in piston position and molecular distribution is a result of the absorption of a heat at constant temperature.

For constant temperature (dU(T) = 0)

dWdQ −=

TpdV

TdW

TdQdS ==−=

For 1 mole of a dilute molecular population, pV=RT ∫ ===Δ

==

2

1 1

2 2lnln RVVR

VdVRS

andVdVR

VdV

TRTdS

V2 = 2V1

Page 25: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

  The relative probability of having a given number Nj and Nk on each side of the partition is proportional to the number of different ways, Wj,k, in which this may occur. !!

!,

kjkj NN

NW =

The second experiment irreversible

  For a large number of particles (1 mole), this redistribution is irreversable.

  If there are N identical molecules, and Nj and Nk in each compartment.

  The initial state – all N particles on one side. 1

!0!!

10,, ≡=== WNNWW Nkj

Page 26: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

After the partition is removed, there are N /2 particles on each side.

22/,2/,

!2

!

⎟⎠

⎞⎜⎝

⎛==NNWW NNkj

From the Boltzmann expression for S, 2

2

1

!2

!lnln⎟⎠

⎞⎜⎝

⎛==Δ

NNk

WWkS

since W1= 1

"Stirling’s approximation" (large N) NNNN −= ln!lnSubstituting in the expression for ΔS

2ln2/

ln22

ln2

2ln kNNNkNNNNNNNkS ==⎥

⎤⎢⎣

⎡⎟⎠

⎞⎜⎝

⎛ −−−=Δ

the gas constant R ≡ kNA

The entropy change is the same when calculated from “particle in the box” experiments based on the view of Clausius or that of

Boltzmann (entropy is a state function).

ΔS = Rln2

Page 27: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

The size of ∆Ssurr depends on temperature.

Entropy changes in the surroundings are determined by the heat flow.

An exothermic process is favored because by giving up heat, the entropy of

the surroundings increases. VP,

syssurr T

H-S

Δ=Δ

The number of microstates and, therefore, the entropy tends to increase with increases in

v  Temperature. v  Volume (gases) v  The number of independently moving molecules. v  The freedom of motion of molecules. v  The more atoms in its molecules, the greater is the entropy of a substance.

Page 28: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Microstates and Macrostates

•  Described by microstate {pi, qi}. The position and momentum of all particles.

•  3 positions, qi and 3 momentums, pi per particle. So in all (3+3) x1023 microvariables.

•  Macrostate described by 3 quantities T, V, N.

Example 1: Gas in a Box

Page 29: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Microstates and Macrostates

•  The microstate described a particular configuration of the chain on the lattice.

•  If there are N links on the chain, there are N variables.

•  Macrostate described by just the thermodynamic radius R of the chain.

Example 2: Polymer Chain

Page 30: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Microstates and Macrostates

•  The gas binds on the binding sites on the substrate with favorable energy.

•  The microstate described by a particular binding configuration of the gas on the substrate.

•  Macrostate described by just the average number <N> of particles bound to the substrate.

Example 3: Gas Adsorption

Page 31: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Boltzmann Distribution Law Predicts How the System Be Distributed Among Available Microstates

12

3

iεi

ε1ε2ε3

n1n2n3

ni

ZTk

Tk

Tkp B

i

i B

i

B

i

i

⎟⎟⎠

⎞⎜⎜⎝

⎛ −

=

⎟⎟⎠

⎞⎜⎜⎝

⎛ −

⎟⎟⎠

⎞⎜⎜⎝

⎛ −

=

ε

ε

ε exp

exp

exp*

⎟⎟⎠

⎞⎜⎜⎝

⎛ −−=

Tkpp

B

ji

j

i )(exp*

* εε

Boltzmanndistributionlawde2inesprobabilityto2indaparticleinmicrostatei

Exponentialdistributionlawde2inesrelativeoccupancyofmicrostatesiandj

0 2 4 6 8 100.0

0.2

0.4

0.6

0.8

1.0

enrgy of a particle, kBT

P≥ ε

p(≥10kBT) ≈ 4.5*10-5 p(≥1kBT) ≈ 0.37

Page 32: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Standard molar entropy, S°, is the entropy of one mole of a substance at standard state (usually at 25°C).

Standard State - solids or liquids: pure element or compound at 1 atm and temperature of interest. - gases: pure gas behaving as an ideal gas at 1 atm and temperature of interest.

Standard Molar Entropy Change for the System

ΔS° = ∑n·S°(products) - ∑m·S°(reactants)

Standard molar entropies of selected substances at 298 K.

Standard entropy changes for chemical reactions:

Standard entropies tend to increase with increasing molar mass.

n,m - stoichiometric coefficients

Page 33: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Entropy of a substance increases with temperature.

transition

transition

THS Δ

Page 34: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

An irreversible (spontaneous) process, in the absence of external forces, a system moves toward a state of greater probability or greater disorder. The entropy of the Universe must increase.

0>Δ+Δ surrsys SSIn reversible processes, the system remains in, or very close to, a state of maximum probability (at equilibrium). The entropy of the Universe does not change. 0=Δ+Δ surrsys SS

Once disorder is created, it cannot be destroyed.

ΔSsys = ΔScreated + ΔStransferred

0≥Δ+Δ=Δ gsurroundinsystemuniverse SSSUniverse = System + Surroundings

The Second Law of Thermodynamics

Page 35: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

The meaning of 2nd law Energy is conserved in all processes, but not all

energy conserving processes can happen!

100% heat → work (process A) cannot occur, but

100% work → heat (time reversal of A) can occur

2nd law refers to macroscopic processes only.

Some macroscopic processes are not reversible!

Page 36: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

ENTROPY & INFORMATION

The entropy can only

increase Over time, the information contained in an isolated system can only be

destroyed

Second Law of Thermodynamics

Page 37: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

A physical system of particle reaches equilibrium when all information but the one that must be conserved (mass,

momentum, energy) have vanished.

A living system may be characterized as an ordered and information processing macroscopic system.

A system can pass to the state with smaller entropy, ΔSsyst < 0, if ΔSsurr > 0.

The existence of all living beings is based on entropy export.

- The evolution is a process of such successive self-organizational steps.

- Each step is driven by interactions, self-reproduction, mutation and selection.

Page 38: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Transmitting information

Coding theory uses redundancy to transmit binary bits of information

0 000 coding

1 111

Transmission errors (2nd Principle)

010 110

Reconstruction at reception (correction)

000 111

Page 39: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

A cell is a big factory designed to duplicate the information contained in the DNA

•  The cell divides before the information contained in the DNA fades away

•  In this way, cell division and DNA duplication at

fast pace, conserve the genetic information for millions of years.

Page 40: Newtonian Physics Electromagnetism ... - lbam.pwr.edu.pllbam.pwr.edu.pl/FILES/Lecture_4_Biophysics_Spontenous_reaction.pdf · • Ludwig BOLTZMAN • 1872: Kinetic theory • 1880:

Entropy & Information summary

•  The Second Law of Thermodynamics leads to global loss of information.

•  Systems out of equilibrium produce information… to the cost of the environment.

•  Information can be coded, transmitted, memorized, hidden, treated.

•  Life is a way of producing information: genetic code, proteins, chemical signals, pattern formation, neurons, brain.