Around 8.40am on Friday, November 23, police received reports of a man with a knife in the Northbridge area.
Police followed the man to McIver train station.
An incident occurred in which the man received injuries on the train line and he was treated by St John Ambulance.
The circumstances surrounding how the man received the injuries are yet to be determined, and the man was taken to hospital.
Inquiries are ongoing.