Transportation problem in which bounds are given on three item properties (source, destination and conveyance) is considered. Moreover, several objective functions are assumed, and the supplies, demands and conveyance capacities are, instead of point values, uncertain data expressed as intervals. One proposes a nonstandard genetic algorithm based solution method to solve the problem that extends other approaches considering only point values.