The Hopfield-type continuous neural networks with global exponential stability are veryessential for the real-time solution for the various kinds of optimization problems,such asthe A/D converter design problem.From a mathematical viewpoint this means that thenetwork should have a unique equilibrium point that is globally and exponentially stable. The Hopfield-type continuous neural networks with global exponential stability are very sensitive to the real-time solution for the various kinds of optimization problems, such asthe A / D converter design problem. F a a perspective of this network that has that unique network point that is globally and exponentially stable.