Try listening to Binaural beats. (Theta ones to be specific). Ensure that the headphones don't come off while you sleep, tie a blindfold that goes over your ears to help.

Works for me. It's still very easy to forget and lose lucidity but it helps for sure.
Youtube binaural beats..it's trippy stuff.