This will be a short list today as I didn't get any submissions.
Astronaut Piggy Wiggy by Christyan and Diane Fox
Papa, Please Get the Moon for Me by Eric Carle
Robot Zot by Jon Scieszka and David Shannon
Higher! Higher! by Leslie Patricelli
I Want to Be an Astronaut by Byron Barton