I replaced the PS605 fuse and now the controllers work again! Thanks to this video https://www.youtube.com/watch?v=HdULot5F...
I changed the controller port but the psx still doesn't recognize any controller. Both controller port and ribbon cable work perfect in other console. I wonder which components on the mother board are related with the controller ports so I can check them with a tester.