My 2003 Honda hybrid makes a noise in the back when I turn it on?

I have a Honda hybrid in really good conditions just bought it two weeks ago and every time I turn it on it makes a noise in the back where the battery is. I live in Minnesota and it's really cold and snowing here so I think that might be the problem.

Send it to a garage