A microstate specifies the microscopic state: classically the positions and momenta of all particles, or quantum mechanically an allowed many-body state. A macrostate specifies a few coarse variables such as energy, volume and particle number. Many microstates can give the same macrostate. A statistical ensemble is a probability assignment over hypothetical copies prepared with the same macroscopic constraints; it does not require a sample to be literally divided into many physical copies. An observable's ensemble mean is , with an integral replacing the sum in classical phase space.
For an isolated system at fixed , the microcanonical ensemble assigns equal probability to accessible microstates in a narrow energy shell. If their number is , the Boltzmann entropy is . Thermal contact between two initially isolated systems allows energy to be shared while their sum stays fixed. The most probable division maximizes , so equilibrium requires equal . This gives the statistical temperature definitionFor positive temperature, energy tends to flow from lower entropy slope to higher entropy slope until those slopes agree. The narrow energy-shell width represents macroscopic resolution; it must not exclude the physically accessible states.
For a small subsystem exchanging energy with a much larger bath, the bath has energy when subsystem microstate has energy . Expanding its entropy gives . Counting compatible bath states therefore yields the Boltzmann distribution and canonical ensemble:The exponential weights individual microstates. An energy level of degeneracy has total probability ; a more degenerate excited level can outweigh one ground-state level even though each of its microstates is less probable. The Gibbs entropy gives . The equilibrium energy variance is , linking measurable fluctuations to a macroscopic response.
If particle exchange is also allowed, a reservoir fixes and chemical potential . The grand canonical ensemble weights a state by , with . Mean particle number is , while volume remains a constraint in this version. Thus the ensemble follows the physical exchange conditions: fixed energy, thermal contact, or thermal and particle contact.
In ordinary large short-range systems, relative fluctuations often decrease as and the ensembles give the same bulk thermodynamics away from singular limits. Finite systems, critical fluctuations and long-range interactions require care. Interpreting a time average as an ensemble average additionally requires appropriate sampling or mixing dynamics; it is not guaranteed solely by naming an ensemble. thermal equilibrium probability assignments do not describe every driven or relaxing state.
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