Each year NASA offers a number of graduate fellowships that can support students in the astronomy graduate program. Fellowships are for three years, renewable annually. Applications (which must be routed through the university system) are due February 1 each year. The best time to apply for these fellowships is when you have a detailed plan for your dissertation research. Only US students are eligible.