The man being sought is not Abdelnabi Alainini, who went missing from Midpark on Tuesday.
But Police Scotland have requested that people stay away from Heathhall Woods until the search is complete, in order to help with the operation by limiting the number of people in the area.
The area has been cordoned off and helicopters are being used as part of the operation.