Arboretum
From PLANTFACTS.OSU.EDU
1. pl. arboreta; a place where trees, shrubs, vines and herbaceous plants are cultivated for scientific and educational purposes.

An arboretum consists of mainly trees and other woody plants and is used for research and educational studies.
Source: http://www.usna.usda.gov/index.html
