If you're taking a picture of the drop hitting the pan, put a small coin or something on the landing point. Manual focus on the coin and leave the focus set.
Looks like fun, post a picture with your solution!
UPDATE, if you're using a 70-200 zoom the minimum focus length is typically over 4 feet, so try your 35mm lens instead.