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In this paper, we propose a novel three-objective mathematical model and a solution procedure for optimizing fleet planning for rail-cars in a railway industry. These objectives are to: (1) minimize the sum of the cost related to service quality, (2) maximize profit calculated as the difference between revenues generated by serving customer demand and the combined costs of rail-car ownership and rail-car...