Experimental observations of the intracellular recorded electrical act
ivity in individual neurons show that the temporal behavior is often c
haotic We discuss both our own observations on a cell from the stomato
gastric central pattern generator of lobster and earlier observations
in other cells. In this paper we work with models of chaotic neurons,
building on models by Hindmarsh and Rose for bursting, spiking activit
y in neurons. The key feature of these simplified models of neurons is
the presence of coupled slow and fast subsystems. We analyze the mode
l neurons using the same tools employed in the analysis of our experim
ental data. We couple two model neurons both electrotonically and elec
trochemically in inhibitory and excitatory fashions. In each of these
cases, we demonstrate that the model neurons can synchronize in phase
and out of phase depending on the strength of the coupling. For normal
synaptic coupling, we have a time delay between the action of one neu
ron and the response of the other. We also analyze how the synchroniza
tion depends on this delay. A rich spectrum of synchronized behaviors
is possible for electrically coupled neurons and for inhibitory coupli
ng between neurons. In synchronous neurons one typically sees chaotic
motion of the coupled neurons. Excitatory coupling produces essentiall
y periodic voltage trajectories, which are also synchronized. We displ
ay and discuss these synchronized behaviors using two ''distance'' mea
sures of the synchronization.