I strongly believe that any position in which it is very hard to fall asleep and which is really uncomfortable is the wrong position for attaining lucidity. Lucid dreaming is a very personal experience, different methods work for different people. You need to find what works for you. And given what you said, it sounds like sleeping on your back would not work for you.