In this technical note, a framework for designing specially structured input sequences for non-parametric nonlinear system identification is presented so that interaction terms which describe interactions among variables can be identified separately. In a sense, the approach decomposes a general difficult nonlinear identification problem into a number of problems that are of lower orders. Corresponding identification algorithms are proposed.