It's an annual here also, seeding itself easily. There are people who grow a similar-looking and botanically-related Brugmansia (Richard Bridge in the UK, for one) who keep it in pots and over-winter in a greenhouse. I sent him some of the seeds from my datura but he wasn't successful growing them in his soil and climate.