Operation Stronghold will run over the next two weekends.
Similar action has reduced problems elsewhere on the network, the force said.
Insp Mike Jones said: "It's about having officers at key locations at key times to reduce crime and keep the travelling public safe."
British Transport Police are increasing patrols at Cardiff Central station to cut down on "alcohol fuelled anti-social behaviour" in the evening.