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Structural health monitoring (SHM) systems generate a massive amount of sensing data. On one hand, sensor faults may cause the measurement data to have low fidelity. On the other hand, extreme events, such as typhoons or earthquakes, may cause the monitoring data look “abnormal.” These abnormal data, however, are closely related to the structural safety condition and require special attention. This...