As mentioned, a key factor in our work is our approach to determining average behavior of micelles resulting from replicate simulations, rather than performing single long runs. In doing this we have been able to identify distinct ensemble behaviors associated with the self-assembly of micelles that otherwise would be masked by the natural fluctuations in individual simulations. Specifically, we are able to identify regions of logarithmic, linear and cubic power law growth. To the best of our knowledge, this has not been previously reported. The logarithmic region corresponds to the growth of spheroid micelles, the linear region to the formation of rod-like micelles and the cubic regions to extended, branched structures.