Numerous animal behaviors, such as locomotion in vertebrates, are prod
uced by rhythmic contractions that alternate between two muscle groups
. The neuronal networks generating such alternate rhythmic activity ar
e generally thought to rely on pacemaker cells or well-designed circui
ts consisting of inhibitory and excitatory neurons. However, experimen
ts in organotypic cultures of embryonic rat spinal cord have shown tha
t neuronal networks with purely excitatory and random connections may
oscillate due to their synaptic depression, even without pacemaker cel
ls. In this theoretical study, we investigate what happens if two such
networks are symmetrically coupled by a small number of excitatory co
nnections. We discuss a time-discrete mean-field model describing the
average activity and the average synaptic depression of the two networ
ks. Depending on the parameter values of the depression, the oscillati
ons will be in phase, antiphase, quasiperiodic, or phase trapped. We p
ut forward the hypothesis that pattern generators may rely on activity
-dependent tuning of synaptic depression.