The Smith predictor is applied to the control of Boolean control networks with delays. We first introduce the Smith predictor and the modified Smith predictor as general approaches. We then apply these approaches to design a special time-optimal controller for the Boolean control networks with output delays and state delays. With the definition of distance, we are able to compare the performance of the optimal controller with other types of controllers for the delayed BCNs.