(1) a decentralized structure where each member performs local forecasting and integrates adjusted forecasts into his replenishment process and (2) a centralized structure where the two members jointly forecast and update, and compared the two models with a benchmark model where forecasts are not integrated with the replenishment process. In the following year, Yossi [55] studied the case of auto-correlated demand on the same two-stage supply chain.