A "J. W. Harper" served in Co. E, 15 Tennessee Infantry in which he enlisted as a Sergeant.
That's all I can find from the CW Research Data Base.
Company E was raised in Obion County, which became Lake Co. in
1870. This correlates with the census information that Alan passed on to you.