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This paper relates to two stage specially structured flow shop scheduling problem with jobs in a string of disjoint job blocks having sequence independent setup times separated from processing times each associated with their respective probabilities, where the optimization criteria is the utilization time of machines. To minimize the utilization time an algorithm is proposed and a numerical example is given to validate the algorithm.