Abstract: We have developed the first application of optimization techniques to the design of in-situ bioremediation, and have encountered a number of computational issues that have not arisen in previous efforts to optimize the design of pump-and-treat remediation. In this paper, these computational complexity, difficulties in convergence of the model, and convergence to local minima. The strategies developed will be useful for any application of optimization techniques to nonlinear processes in water resources.