Single-product inventory management model with both random and controllable demand and continuous input product flow with fixed uncontrolled rate under finite storage capacity is considered. We consider the stock level process as asymptotically diffusion process and obtain its stationary distribution. The result permits us to solve the problem of minimizing the variance of the stock level process under linear on/off control and control the probabilities of the stock-out and overflow.