Yes! Login as a library administrator. Go to Setup > Site options > Site Settings > Allow Signups. Toggle this option off to turn off signups for your site.
Note that shutting down registration is site-wide, not specific to any age group or program. Those who already have a login are still able to participate in current programs on the site and login as usual.