It is shown that magnetic bubble films behaviour carl be described by using
a 2D super-Ising Hamiltonian. Calculated hysteresis curves and magnetic do
main patterns ase successfully compared with experimental results taken in
the literature. The reciprocal problem of finding parameters of the super-I
sing model to reproduce computed or experimental magnetic domain pictures i
s solved by using a perceptron neural network.