Former Test wicketkeeper Graham Manou will take over an expanded role of national talent and pathway manager, with a replacement selector to be named at a later date.
The current panel consists of Chappell, chairman Trevor Hohns and coach Justin Langer.
Cricket Australia chief Kevin Roberts paid tribute to the 71-year-old for his “exemplary service” to the game.
“His passion and commitment to the game are clear to anyone who has interacted with him and Australian cricket is all the stronger for his involvement.”
Roberts had suggested earlier this month that any new appointee would need to have particular experience of Twenty20 cricket with Australia hosting the World Cup next year.