I have had the experience of controlling my dreams while sleeping once I realize that I am dreaming. It is difficult to explain, but once I figure out that I am dreaming then I could take full control of the dream.
I usually try to put myself in a really peaceful state of being before going to sleep. I go into deep meditation and then I enter the dream, this works some times.
I hope that helps. Best wishes.