Fall 2016 WY/CA/AZ/NM Trip, Oliver Lee Memorial SP view of the Sacramento Mountains escarpment on the left and the Tularosa Valley on the right. Oliver Lee Memorial SP is few miles south of Alamogordo in south central New Mexico at the west edge of the Sacramento Mountains with great views of both the dramatic escarpment and green desert cactus.