Van Persie helped Koscielny settle at Arsenal last season as club captain.
"I hope we can keep Robin quiet," said the France international.
"Robin is a great player. I enjoyed the time I played with him. It will be a tough game for the whole team, but we play at home and will try to get the three points. It will be a nice match against a great team."