This looks like it should be on a campground somewhere, back in the woods maybe.

No, it’s Hillandale park in Harrisonburg, VA. It’s signposted off of VA-42, a little north of Walmart and Food Lion at the south end, and south of Downtown. They have a good walking track, and even some fixed exercise equipment that can be used on the way around.