Following earlier studies on supply chain information sharing
[22,33,34], we assume that the demand faced by firm 1 for product j
(or equivalently, the consumer demand for product j), D(1)j, follows
an order one auto-regressive, AR(1), process. Thus, the consumer
demand for product j during period t is given by: