Measurable but controllable disturbances are common in industry, which drive systems away from their references and take time for feedback control to reject them, especially when the systems present input-output delays due to mechanical properties. In this paper, a novel feedforward control based on disturbance prediction is proposed. Besides, to compensate system responses to disturbance prediction errors, a general offsetting mechanism is proposed and performs much better than existing methods in literature.