Preheat oven to 325 degrees F. In a medium saucepan, melt butter, add brown sugar, and bring to a boil, stirring occasionally. Remove from heat and stir in vanilla. Add oatmeal and coconut, mix. Let mixture cool then mix in baking powder. Press into greased square baking pan. Bake 1/2 hour. Cut into squares while still hot.