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Canonical ensemble
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== Free energy, ensemble averages, and exact differentials == * The partial derivatives of the function {{math|''F''(''N'', ''V'', ''T'')}} give important canonical ensemble average quantities: ** the average pressure is<ref name="gibbs"/> <math display="block"> \langle p \rangle = -\frac{\partial F} {\partial V}, </math> ** the [[Gibbs entropy]] is<ref name="gibbs"/> <math display="block"> S = -k \langle \log P \rangle = - \frac{\partial F} {\partial T}, </math> ** the partial derivative {{math|β''F''/β''N''}} is approximately related to [[chemical potential]], although the concept of chemical equilibrium does not exactly apply to canonical ensembles of small systems.<ref group=note>Since {{math|''N''}} is an integer, this "derivative" actually refers to a [[finite difference]] expression such as {{math|''F''(''N'') β ''F''(''N'' β 1)}}, or {{math|''F''(''N'' + 1) β ''F''(''N'')}}, or {{math|[''F''(''N'' + 1) β ''F''(''N'' β 1)]/2}}. These finite difference expressions are equivalent only in the thermodynamic limit (very large {{math|''N''}}).</ref> ** and the average energy is<ref name="gibbs"/> <math display="block"> \langle E \rangle = F + ST.</math> * ''Exact differential'': From the above expressions, it can be seen that the function {{math|''F''(''V'', ''T'')}}, for a given {{math|''N''}}, has the [[exact differential]]<ref name="gibbs"/> <math display="block"> dF = - S \, dT - \langle p\rangle \, dV .</math> * ''First law of thermodynamics'': Substituting the above relationship for {{math|β¨''E''β©}} into the exact differential of {{math|''F''}}, an equation similar to the [[first law of thermodynamics]] is found, except with average signs on some of the quantities:<ref name="gibbs"/> <math display="block"> d\langle E \rangle = T \, dS - \langle p\rangle \, dV .</math> * ''[[Thermal fluctuations|Energy fluctuations]]'': The energy in the system has uncertainty in the canonical ensemble. The [[variance]] of the energy is<ref name="gibbs"/> <math display="block"> \langle E^2 \rangle - \langle E \rangle^2 = k T^2 \frac{\partial \langle E \rangle}{\partial T}.</math>
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