Given a graph with weighting , the strength of is the maximum weight on any edge. The sum of a vertex in is the sum of the weights of all its incident edges. is if the vertex sums are distinct. The of a graph is the minimum strength of the graph under all irregular weightings. We present fast heuristic algorithms, based on hill-climbing and simulated annealing, for finding irregular weightings of a given strength. The heuristics are compared empirically, and the algorithms are then used to formulate a conjecture.