You'll likely have some difficulty. Even with water flowing in freezing environments, it doesn't take much moisture to cause the brass parts to stick together. In particular, it may be challenging to get the sleeve on the socket to slide to disengage the plug. The quick-connect sets were designed to operate in above freezing conditions.