Moving Configured PCP to Different Network

Is it possible to easily reconfigure a PCP/LMS install to another network? All music is local (USB drive) and LMS is configured locally on the Pi. I just wanted to move the unit to a different SSID. Can I just change the wpa_supplicant.conf file to reflect the new network credentials?

Thanks in advance!