Colleen, there are some folks living in the south who frequent the peony forum and have been successful with certain varieties. The late blooming varieties don't perform well in heat, but earlier varieties often perform better.
"...and don't think the garden loses its ecstasy in winter. It's quiet, but the roots are down there riotous." Rumi