Abstract Summary
This study investigated the classification of muscle activation patterns (MAP) during normal walking and while performing a cognitive task using artificial neural networks. The MAPs were successfully classified (average classification rate = 92.2%), indicating a systematic difference between single and dual tasking muscle activity.