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This paper proposes a knowledge based genetic algorithm (GA) for path planning of a mobile robot in unstructured environments. The algorithm uses a unique problem representation method to represent 2-dimensional robot environments with complex obstacle layouts of arbitrary obstacle shapes. An effective evaluation method is specially developed for the proposed genetic algorithm. The evaluation method...
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