 The entropies of Shannon, Renyi, and Kolmogorov are analyzed and compared together with their main properties. The entropy of some particular antennas, with a pre-fractal shape, also called fractal antennas, is studied. In particular, their entropy is linked with the fractal, geometrical shape and the physical performance. This article was authored by Immanuel Gariglia.