This paper studies the Simultaneous Recurrent Neural Network (SRN), a trainable recurrent neural network, as a nonlinear dynamic system operating in relaxation mode for combinatorial optimization. Stability and convergence properties of the SRN dynamics in order to facilitate application of a...