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We consider a single-machine scheduling problem with generalized and periodic due dates such that each due date is assigned not to a specific job but to a position and the lengths of the intervals between consecutive due dates are identical. The objective is to minimize the total deviation, which is calculated as the sum of the earliness and tardiness of each job. We show that the problem is strongly NP-hard. We develop a heuristic and verify its performance via experiments.