You're gonna get MUCH better results with positive training rather than negative training
Just correcting him and telling him no ... no matter how loud or sternly you say it isn't going to do much
in fact he's going to think... HEY Mom makes noise and does this funny jumping up thing when I do this

Maybe I oughta do it some more
Instead calmly say no
and when he does what you want him to .... pet him and praise him and tell him what a good boy he is