How keep a Websocket connection persistent, even after page refresh?

Simple answer - best solution is to change your server part, so it can handle connection lost and recovery (And use cookies to keep "session id" or something else).

As I cannot see any requirement to achive this literally. And even more - you can loose connection not because of referesh but because of connection problems (But you can figure out which of them happened)