Summary: For the Traveling Salesman Problem (TSP), a combinatorial optimization problem, a feedforward artificial neural network model, the continuous Hopfield network model, is used to solve it. This neural network approach is based on the solution of a differential equation. An appropriate parameter setting of this differential equation can assure that the solution is associated with a tour for the TSP.