Answer: c. machine hours.
Explanation:
In reference to Automated Operations, the Activity base that is usually used to in determining a pre-determined overhead rate are Machine hours.
It is standard practice to relate overhead to the Direct Labor involved in the production of a commodity and since in this case the direct Labor mostly consists of Machines (Automated) then it is best to relate activities to the Machine hours involved instead.
