I had to learn to sleep on my back as well so as to avoid my arms going numb. I used a memory foam pillow under my neck and something rolled up between my shoulder blades. But it wasn't until I experimented with pillows that go under the knees and ended up with a 6 inch memory foam knee pillow that I was finally able to successfully sleep on my back.