Police say they suspect the 27-year-old mother of killing the children before attempting to take her own life at a train station in nearby Düsseldorf.
Few details have been provided, with no information about the cause of death.
Emergency services were called to the residential block in the Hasseldelle area of the city on Thursday afternoon.
