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Reliability plays a crucial role to enhance the performance of any complex industrial system constituted by number of repairable components following different types of failures/repairs.Data uncertainty due to various practical constraints is always influence the system reliability and consequently make a challenge for decision maker to extract some concrete decisions for enhancing system performance.