The problem of calculating thermodynamic potentials in statistical mec
hanics by using the method of self-similar approximations developed by
the authors is considered. An emphasis is made on the search for a re
gular procedure of defining higher-order terms providing a good accura
cy and stability of the method. It is shown how the renormalized pertu
rbation theory can be reformulated to the language of dynamical theory
. Then, instead of sequences of approximants one can study trajectorie
s of cascades whose fixed-point attractors play the role of the limits
for the corresponding sequences of perturbative terms. As an illustra
tion of the procedure the free energy of a zero-dimensional phi4 model
is calculated up to the third order of the self-similar approximation
whose precision is found to be greater than 0.1% for all coupling par
ameters ranging from zero to infinity.