I was underweight at the start of my pregnancy, I am now 32 weeks and I have put on 11lbs in the last 2 weeks is this normal?

Yes. You will probably be putting on more as the pregnancy finishes. Some of it is baby and supporting materials, and some of it is fat so you can breast feed your child. You're just filling out so that you and your child have the best chance possible to survive.