  In this work a new mathematical model for complex neural networks is
presented by the partly diffusive FitzHugh-Nagumo equations with ensemble
boundary coupling. We analyze the dissipative dynamics and boundary coupling
dynamics of the solution semiflow with sharp estimates. The exponential
synchronization of this kind complex neural networks is proved under the
condition that synaptic stimulation signal strength reaches a threshold
quantitatively expressed.
