On the stability of the Travelling Salesman Problem algorithm of Hopfield and Tank

The application of the method of Hopfield and Tank to the Travelling Salesman Problem (1985) has been re-examined in an effort to find a procedure for scaling to system sizes of real interest. As this failed, methods were tried to improve the algorithm, recognizing the importance of a “silicon implementation”. No satisfactory refinement was found, and the reasons for algorithm failure have been identified.