In the framework of the method of quasiclassical quantization the regularized free energy of closed supermembranes is calculated on the background S1 (temperature) x R10-d x T(d), where T(d) is the d-dimensional torus in d = 2, 7. The Hagedorn critical temperature is obtained, and the early stage of evolution is discussed in the context of supermembrane cosmology.