A method of random access channel optimization for a mobile device in a wireless communication system is disclosed. The method includes the following steps. Firstly, the mobile device receives a message including an indicator for the RACH optimization from a network of the wireless communication system. Afterwards, in response to the message, the mobile device sends a RACH measurement report including RACH parameters, used for the network to perform the RACH optimization, to the network.