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• EEC has employed several useful techniques for mitigating the RF interference on weather radars.• This study investigates the characteristics of pulse interference and proposes effective signal processing methods to mitigate the pulse interference on dual-pol weather radar.• The pulse interference identification is based on a fuzzy logic approach and the interference removal is based on a spatial filter. Both functions are tested in this study and the preliminary results show the promising performance of the proposed methods.