15-18 watt should be plenty.
I use a soldering iron of the same wattage when soldering rails on my model railway, along with a low melt solder. Because the brass is thin it doesn't absorb as much of the heat as say a white metal casting, which often require larger irons.
Are you going to 'tin' the eares to be joined beforehand, as this might make matters easier.
Karl