"Ich bin wieder bei mir". The first meaning is simply: I'm at my place again. As a figure of speech it also means "I'm myself again." After all, we only feel truly at home in ourselves when we have peace of mind.
"Bei mir" is a useful turn of phrase. Where's the party? "Bei mir." At my place. Or, as the French say: "Chez moi."