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. 2020 Dec 3;16(12):e1008420. doi: 10.1371/journal.pcbi.1008420

Fig 2. Minimizing the free energy from constraints (7) requires to trade off the competing terms of energy Ep and entropy H(p), here shown exemplarily for the case of three elements.

Fig 2

Assuming there exists a unique minimal element z*=argminzE(z), then minimizing only Ep over all probability distributions p results in the (Dirac delta) distribution δz* that assigns zero probability to all ziz* and probability one to zi = z*, and therefore has zero entropy. In contrast, minimizing only the term -1βH(p) is equivalent to maximizing H(p) and therefore would result in the uniform distribution that gives equal probability to all elements. The resulting Boltzmann distribution p* interpolates between these two extreme solutions of minimal energy (β → ∞) and maximum entropy (β → 0).