Electromyography (EMG) is recognized as a distinctive diagnostic technique in the medical field. It measures the surface electrical activity of muscles in response to a nerve’s stimulation and provides information about the anatomical and physiological status of the neuromuscular system. In this paper, we investigate the identification of position of underlying activated motor units from the surface potential map that those motor units had produced.