APPLE TV DEVICE

I have 2 apple tv devices with several streaming apps on each. I want to use one in my house in New York and one in Florida. Obviously, the 2 will have different wifi addresses but registered under the same apple id and password. Can I use both of them simultaneously? If some of the family is in NY and others in Florida I would like to be able to use them at the same time.