The design of the hardware structure of the transformer partial discharge detector, based on data fusion technology, is proposed. The ultrasonic method and ultra-high frequency method are combined effectively. Genetic algorithm and neural network technology are explored in the transformer partial discharge detector. The system can detect partial discharge effectively, recognize the discharge pattern, position the discharge points, determine the discharge capacity and discharge repetition rate. It has broad application prospects.