A new algorithm for rank order-based nonlinear lower-upper-middle (LUM) smoothers, setting out from the threshold decomposition and the stacking property is described. The novelty of this approach lies in generating minimal positive Boolean functions through permutation coloring of binary signals with dependency on the control parameter of the LUM smoothers. Thus, a complicated sorting is excluded and it makes the implementation simpler.