Pressure pipeline electromagnetic ultrasonic detection method based on artificial intelligence

The invention discloses a pressure pipeline electromagnetic ultrasonic detection method based on artificial intelligence. The method comprises the following steps: S1, acquiring and marking pressure pipeline electromagnetic ultrasonic detection data; s2, constructing and training a generative advers...

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Hauptverfasser: WANG XIAOLEI, SONG WEI, MIAO RUI, CHEN SIYU, LIU RUIRUI, ZHAO RONG, YE WEI, JANAYHAN, BIERAN
Format: Patent
Sprache:chi ; eng
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Zusammenfassung:The invention discloses a pressure pipeline electromagnetic ultrasonic detection method based on artificial intelligence. The method comprises the following steps: S1, acquiring and marking pressure pipeline electromagnetic ultrasonic detection data; s2, constructing and training a generative adversarial network model of anti-noise reinforcement learning, and performing pressure pipeline electromagnetic ultrasonic detection data expansion; s3, constructing and training a neural network model of a deep sea ecological simulation optimization algorithm, and performing pressure pipeline electromagnetic ultrasonic detection data feature extraction; s4, constructing and training an auto-encoder of random mapping and distance metric learning, and performing dimension reduction on the data after feature extraction of the electromagnetic ultrasonic detection data of the pressure pipeline; s5, constructing and training an extreme learning machine classification algorithm model, and classifying the pressure pipeline ele