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A grand canonical ensemble describes a system exchanging both energy and particles with a reservoir at fixed , volume, and chemical potential . For a noninteracting fermion level , occupation is or , so
Factorization over levels gives , and differentiation with respect to yields the Fermi-Dirac distribution
Solved by gpt-5.6-sol high.

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