If you only change the name, you can loose any backlinks you might have to your blog, because they will not find you anymore. So you can rename your blog and besides configure a permanent redirection to your blog from your old url, something like this:
Rémon is correct about moving the blog’s directory after which you can use .htaccess to redirect from the old link to the new link with a R=301 for the SEs.