I read on another thread that aluminium can be welded but needs the same grade of metal to bond. I can't swear to this as I'm not a man of the weld.
Maybe go to a proper Metal Works and ask them. I went to a place in South London (see attached pics) and a jolly chap gave me loads of advice.