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Boltzmann distribution



 
 
In physics
Physics

Physics is the natural science which examines basic concepts such as energy, force, and spacetime and all that derives from these, such as mass, charge, matter and its Motion ....
 and mathematics
Mathematics

Mathematics is the study of quantity, structure, space, change, and related topics of pattern and form. Mathematicians seek out patterns whether found in numbers, space, natural science, computers, imaginary abstractions, or elsewhere....
, the Boltzmann distribution is a certain distribution function
Distribution function

In molecular kinetic theory in physics, a particle's distribution function is a function of seven variables, , which gives the number of particles per unit volume in phase space....
 or probability measure for the distribution of the states of a system. It underpins the concept of the canonical ensemble
Canonical ensemble

A canonical ensemble in statistical mechanics is a statistical ensemble representing a probability distribution of microscopic states of the system....
, providing its underlying distribution. A special case of the Boltzmann distribution, used for describing the velocities of particles of a gas, is the Maxwell-Boltzmann distribution. In more general mathematical settings, the Boltzmann distribution is also known as the Gibbs measure
Gibbs measure

In mathematics, the Gibbs measure, named after Josiah Willard Gibbs, is a probability measure frequently seen in many problems of probability theory and statistical mechanics....
.

The Boltzmann distribution for the fractional number of particles Ni / N occupying a set of states i which each respectively possess energy Ei:

where is the Boltzmann constant
Boltzmann constant

The Boltzmann constant is the physical constant relating energy at the particle level with temperature observed at the bulk level. It is the gas constant R divided by the Avogadro constant NA:...
, T is temperature (assumed to be a sharply well-defined quantity), is the degeneracy, or number of states having energy , N is the total number of particles:

and Z(T) is called the partition function
Partition function (statistical mechanics)

In statistical mechanics, the partition function Z is an important quantity that encodes the statistics properties of a system in thermodynamic equilibrium....
, which can be seen to be equal to

Alternatively, for a single system at a well-defined temperature, it gives the probability
Probability

Probability, or wikt:chance, is a way of expressing knowledge or belief that an Event will occur or has occurred. In mathematics the concept has been given an exact meaning in probability theory, that is used extensively in such areas of study as mathematics, statistics, finance, gambling, science, and philosophy to draw conclusions about t...
 that the system is in the specified state.






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In physics
Physics

Physics is the natural science which examines basic concepts such as energy, force, and spacetime and all that derives from these, such as mass, charge, matter and its Motion ....
 and mathematics
Mathematics

Mathematics is the study of quantity, structure, space, change, and related topics of pattern and form. Mathematicians seek out patterns whether found in numbers, space, natural science, computers, imaginary abstractions, or elsewhere....
, the Boltzmann distribution is a certain distribution function
Distribution function

In molecular kinetic theory in physics, a particle's distribution function is a function of seven variables, , which gives the number of particles per unit volume in phase space....
 or probability measure for the distribution of the states of a system. It underpins the concept of the canonical ensemble
Canonical ensemble

A canonical ensemble in statistical mechanics is a statistical ensemble representing a probability distribution of microscopic states of the system....
, providing its underlying distribution. A special case of the Boltzmann distribution, used for describing the velocities of particles of a gas, is the Maxwell-Boltzmann distribution. In more general mathematical settings, the Boltzmann distribution is also known as the Gibbs measure
Gibbs measure

In mathematics, the Gibbs measure, named after Josiah Willard Gibbs, is a probability measure frequently seen in many problems of probability theory and statistical mechanics....
.

The Boltzmann distribution for the fractional number of particles Ni / N occupying a set of states i which each respectively possess energy Ei:

where is the Boltzmann constant
Boltzmann constant

The Boltzmann constant is the physical constant relating energy at the particle level with temperature observed at the bulk level. It is the gas constant R divided by the Avogadro constant NA:...
, T is temperature (assumed to be a sharply well-defined quantity), is the degeneracy, or number of states having energy , N is the total number of particles:

and Z(T) is called the partition function
Partition function (statistical mechanics)

In statistical mechanics, the partition function Z is an important quantity that encodes the statistics properties of a system in thermodynamic equilibrium....
, which can be seen to be equal to

Alternatively, for a single system at a well-defined temperature, it gives the probability
Probability

Probability, or wikt:chance, is a way of expressing knowledge or belief that an Event will occur or has occurred. In mathematics the concept has been given an exact meaning in probability theory, that is used extensively in such areas of study as mathematics, statistics, finance, gambling, science, and philosophy to draw conclusions about t...
 that the system is in the specified state. The Boltzmann distribution applies only to particles at a high enough temperature and low enough density that quantum effects can be ignored, and the particles are obeying Maxwell–Boltzmann statistics
Maxwell–Boltzmann statistics

In statistical mechanics, Maxwell?Boltzmann statistics describes the statistical distribution of material particles over various energy states in thermal equilibrium, when the temperature is high enough and density is low enough to render quantum effects negligible....
. (See that article for a derivation of the Boltzmann distribution.)

The Boltzmann distribution is often expressed in terms of ß = 1/kT where ß is referred to as thermodynamic beta
Thermodynamic beta

In statistical mechanics, the thermodynamic beta is a numerical quantity related to the thermodynamic temperature of a system. The thermodynamic beta can be viewed as a connection between the statistical interpretation of a physical system and thermodynamics....
. The term or , which gives the (unnormalised) relative probability of a state, is called the Boltzmann factor
Boltzmann factor

In physics, the Boltzmann factor is a weighting factor that determines the relative probability of a state in a multi-state system in thermodynamic equilibrium at temperature ....
 and appears often in the study of physics and chemistry.

When the energy is simply the kinetic energy
Kinetic energy

The kinetic energy of an object is the extra energy which it possesses due to its motion. It is defined as the mechanical work needed to accelerate a body of a given mass from rest to its current velocity....
 of the particle

then the distribution correctly gives the Maxwell–Boltzmann distribution
Maxwell–Boltzmann distribution

The Maxwell?Boltzmann distribution is a probability distribution with applications in physics and chemistry. The most common application is in the field of statistical mechanics....
 of gas molecule speeds, previously predicted by Maxwell
James Clerk Maxwell

James Clerk Maxwell was a Scotland Mathematical physics. His most significant achievement was the development of the classical electromagnetic theory, synthesizing all previous unrelated observations, experiments and equations of electricity, magnetism and even optics into a consistent theory....
 in 1859. The Boltzmann distribution is, however, much more general. For example, it also predicts the variation of the particle density in a gravitational field with height, if . In fact the distribution applies whenever quantum considerations can be ignored.

In some cases, a continuum approximation can be used. If there are g(EdE states with energy E to E + dE, then the Boltzmann distribution predicts a probability distribution for the energy:

Then g(E) is called the density of states
Density of states

In statistical physics and condensed matter physics, the density of states of a system describes the number of states at each energy level that are available to be occupied....
 if the energy spectrum is continuous.

Classical particles with this energy distribution are said to obey Maxwell–Boltzmann statistics
Maxwell–Boltzmann statistics

In statistical mechanics, Maxwell?Boltzmann statistics describes the statistical distribution of material particles over various energy states in thermal equilibrium, when the temperature is high enough and density is low enough to render quantum effects negligible....
.

In the classical limit, i.e. at large values of or at small density of states
Density of states

In statistical physics and condensed matter physics, the density of states of a system describes the number of states at each energy level that are available to be occupied....
 — when wave functions of particles practically do not overlap — both the Bose–Einstein
Bose–Einstein statistics

In statistical mechanics, Satyendra Nath Bose?Albert Einstein Particle statistics determines the statistical distribution of identical identical particles bosons over the energy states in thermal equilibrium....
 or Fermi–Dirac distribution become the Boltzmann distribution.

Derivation


See Maxwell–Boltzmann statistics
Maxwell–Boltzmann statistics

In statistical mechanics, Maxwell?Boltzmann statistics describes the statistical distribution of material particles over various energy states in thermal equilibrium, when the temperature is high enough and density is low enough to render quantum effects negligible....
.

External links



See also

  • Partition function (mathematics)
    Partition function (mathematics)

    The partition function or configuration integral, as used in probability theory, information science and dynamical systems, is an abstraction of the definition of a partition function in statistical mechanics....