Had a dig around on the net. Came upon a site www.houseofnames.com/Ellwood. I don't know how reliable it is, but says the origin of the name is indeed Ellwood FoD (Anglo-Saxon name). Emigration to America from the 17th Century.

My people lived there in the 1830's.