The facility location problem is known as one of the important problem faced in industry. There are many variations of this problem for different applications, however, they can be classified as a capacitated or uncapacitated problem according to its capacity constraint. In this paper, we consider an uncapacitated facility location problem which is known to be an NP-hard problem. A parallel genetic algorithm approach is proposed for solving this problem. To improve the performance of the algorithm, the fuzzy logic controller (FLC) approach is adopted to auto-tune the GA parameters. We test the proposed algorithm by using some standard test problems taken from literature. The computational results given by the proposed algorithm are compared with the known optimal solutions.

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