Sample sizes for nonparametric methods may be chosen using their relationship with an equivalent parametric method related to A.R.E. (Asymptotic Relative Efficiency).
For a discussion and general examples of A.R.E., see page 5 of the paper "Stat Notes - Nonparametric Statistics.pdf" attached at this page.