I. Introduction
In the hard disk drive (HDD) industry, the following phenomenon often happens [1]: multiple types of HDDs with different capacities can be assembled in a production line, and the assembly processes of different types of HDDs are almost the same. The types of final goods are determined by the types of raw materials that are released into the production line. The final goods are going to meet the demands from the market. However, the demands are uncertain. If the demand cannot be met immediately, it has to be backlogged, which brings extra cost much greater than the inventory cost. To reduce the backlog cost, if the demands of a type of HDD with smaller capacity (e.g., 400 GB) cannot be met immediately, and we have the inventory of another type of HDD with larger capacity (e.g., 500 GB), then we can sell some HDDs with larger capacity to the customers in place of the HDDs with smaller capacity at a lower price. Of course, that will lead to profit loss. However, if the reduction of backlog cost is greater than the profit loss, it is worthy of doing like this. This phenomenon of selling superior products as inferior ones is called downward substitution, which is a type of product substitution.