Sensor Fault Detection and Diagnosis Method for AHU Using 1-D CNN and Clustering Analysis

Jingjing Liu
Jingjing Liu
Min Zhang
Min Zhang
Wei Zhao
Wei Zhao

Comput. Intell. Neurosci., pp. 5367217-20, 2019.

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Abstract:

This paper presents a fault detection and diagnosis (FDD) method, which uses one-dimensional convolutional neural network (1-D CNN) and WaveCluster clustering analysis to detect and diagnose sensor faults in the supply air temperature ( ) control loop of the air handling unit. In this approach, 1-D CNN is employed to extract man-guided fe...More

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