Is there an app for scrambling GPS?
I don't know about apps, but you could buy a gps jammer. But remember to check the law. In Britain it's legal to own one, but it's a crime to actually turn it on (don't ask).

Also there's a very broad price range, so you'll have to do a bit of research to find out whether what you'd need is affordable.