Fig. 2. The optimal control strategy to be applied for a given state (area of infestation in hectares) and density (stems of leafy spurge per square meter) using the stochastic dynamic programming solutions for three time horizons. The time horizons were selected to demonstrate the appearance of herbicide control as an optimal strategy at long time horizons.