I don't think my friends would have a problem giving me a truthful answer if I said, "hey, I'm doing an experiment this week; I need you to tell me if I smell or not".
Just like the last time you encountered body odor or anything else annoying in public and immediately, openly confronted the person about it, exactly as you would have if they had approached and questioned you with a "doing an experiment disclaimer".