If they do not know about it already, the OP would benefit from knowing more about Linear Programming and Mixed Integer Linear Programming. Many optimization problems can be naturally modeled into LPs or MILPs and there are POWERFUL solvers with decades of theory and optimization behind them already developed to solve them.