Different modeling techniques based on possibility distribution function has been applied successfully in a wide range of issues related to production planning [10,4,5,6,8,12]. However, the possibility distribution function derived from the records recorded in the organization are not always available or changes in production environment may cause a variety of changes and volatilities in model and make it unreliable; changes such as: market demand, changes in types of production costs, capacity, resources, and administrative constraints.