In irreducible excitatory networks of analog graded-response neurons, the t
rajectories of most solutions tend to the equilibria, We derive sufficient
conditions for such networks to be globally asymptotically stable. When the
network possesses several locally stable equilibria, their location in the
phase space is discussed and a description of their attraction basin is gi
ven. The results hold even when interunit transmission is delayed.