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Due to the problem of assembly and component, the mobile robot may move away from the track and need correcting direction continuously. In this research, the genetic algorithm is applied to optimize speeds of wheels to improve the path following capability and save time. It is shown that the genetic algorithm can be used to improve the performance of path following of controller.
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