This research was recently presented at Living Machines 2015. We have developed a way to train single joint networks without the simulation in the loop in order to achieve stable stepping behavior.

Single Joint Central Pattern Generator (CPG) – Pattern Formation (PF) – Motorneuron (MN) network.