TheRoster of Confederate Soldiers, 1861-1865, lists:

Tyson, E. TN 51st Inf. Co.D Sgt.
Tyson, Ed TN 51st (Cons.) Inf. Co.F

Hard to say without a service record, but I would hazard a guess that it is probably Ed or Edward, not Eugene.