Maximize the Gibbs entropy subject to normalization and the two mean constraints. Introduce multipliers and differentiate
Stationarity gives . Strict concavity of entropy gives the constrained maximum, on its support. Differentiating the maximum value with respect to the constrained means, or differentiating the entropy along the maximizing distribution and using , gives . The thermodynamic identification is , . Therefore
For independent weakly coupled systems, insert the product probabilities into the Gibbs entropy. Since each marginal sums to one and the logarithm of a product is a sum,
At fixed total energy and particle number, and . Part (i) gives
Independent exchange variations force both coefficients to vanish. Thus
The grand canonical partition function is
The probabilities in part (i) and their logarithms give
At fixed volume and fixed , differentiate the partition sum:
Combining with the preceding identity yields
The variable held fixed is essential; this is the grand canonical derivative.
For occupation numbers zero or one, the energy and particle number are additive over modes. The grand canonical partition function factorizes:
Dividing the product of Boltzmann weights by this product gives
The marginal mean occupation is therefore
This is the Fermi-Dirac distribution of a noninteracting Fermi gas: the exclusion principle allows only zero or one fermion in each single-particle state, including its spin label.

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