Speaking after the game, Pardew said: "I was annoyed that it was a penalty. I lost my cool, which isn't good. It's a passionate game and sometimes those things happen."
Parkinson has until 6pm on Monday to respond to the charge.
Wayne Rooney has become only the second player to score 200 Premier League goals.
A proposed change to the summer transfer window for Premier League clubs could see an end to the mad dash
Cristiano Ronaldo has been hit with a five-game ban after shoving referee Ricardo de Burgos Bengoetxea.
The Premier League came back with a bang this weekend.
Arsenal may have got the best of the summer's spending rush on strikers, if the players' goalscoring records are any indication.
Neymar has become the world's most expensive player after completing his move from Barcelona to Paris St Germain.