The searchable tool enables you to search by perennial common or scientific name, plant characteristics, growing season, and common uses. You'll also discover what perennial plants work well in sun or shade, USDA Hardiness Zones, growing requirements, and planting suggestions for perennials.View a list of perennials by common name or scientific name.erennial. Asters get their name from the Latin word for star, and their flowers are indeed the superstars of the fall garden. Some types of this native plant can reach up to 6 feet with flowers in white and pinks but also, perhaps most strikingly, in rich purples and showy lavenders.