Ehrenfest model

E735840

The Ehrenfest model is a classic probabilistic model in statistical mechanics that illustrates the approach to equilibrium and fluctuations in a gas by tracking particles randomly moving between two containers.

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Predicate Object
instanceOf Markov chain
model in statistical mechanics
probabilistic model
urn model
alsoKnownAs Ehrenfest urn model
demonstrates law of large numbers behavior for large N
typicality of equilibrium macrostate
describes random motion of particles between two containers
equilibriumDistribution binomial distribution
equilibriumProperty satisfies detailed balance
field probability theory
statistical mechanics
stochastic processes
hasComponent N indistinguishable particles
two urns
hasParameter number of particles N
hasProperty aperiodic
ergodic
irreducible
time-homogeneous
illustratesConcept Boltzmann’s H-theorem NERFINISHED
fluctuations around equilibrium
macroscopic irreversibility from microscopic reversibility
recurrence
mathematicalTool Markov chain theory NERFINISHED
binomial coefficients
stochastic convergence
models approach to thermodynamic equilibrium
namedAfter Paul Ehrenfest NERFINISHED
Tatiana Ehrenfest NERFINISHED
originalContext kinetic theory of gases
purpose illustrate approach to equilibrium
illustrate fluctuations in a gas
relatedTo Boltzmann equation NERFINISHED
birth–death process
random walk on the hypercube
stateSpace number of particles in one urn
stateSpaceType finite
timeReversalProperty microscopically reversible
transitionGraph birth–death chain
transitionRule at each step one particle is chosen at random and moved to the other urn
transitionType discrete-time
typicalAssumption all particles are equally likely to be chosen
particles are non-interacting
usedIn studies of mixing times
studies of relaxation to equilibrium
teaching Markov chains
teaching statistical mechanics
yearProposed 1907

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Paul Ehrenfest notableWork Ehrenfest model