It was found, however, that finding the optimal solution using the model is quite limited because of the large number of binary variables and constraints needed for the formulation. For this reason, and the fact that the minimum overstowage problem is NP-complete (see Avriel et al. [3]), the Whole Columns Heuristic Procedure was developed (see Avriel and Penn [2]).