This paper considers the problem of scheduling n jobs on a singlemachine. A fixed processing time and an execution interval are associated with each job.Preemption is not allowed. The objective is to find a feasible job sequence that minimizesthe number of tardy jobs. On the basis of an original mathematical integer programmingformulation, this paper shows how good-quality lower and upper bounds can be computed.Numerical experiments are provided for assessing the proposed approach.