Lost Vibration Test Data Recovery Using Convolutional Neural Network: A Case Study. (arXiv:2204.05440v2 [eess.SP] UPDATED)

Data loss in Structural Health Monitoring (SHM) networks has recently become
one of the main challenges for engineers. Therefore, a data recovery method for
SHM, generally an expensive procedure, is essential. Lately, some techniques
offered to recover this valuable raw data using Neural Network (NN) algorithms.
Among them, the convolutional neural network (CNN) based on convolution, a
mathematical operation, can be applied to non-image datasets such as signals to
extract important features without human supervision. However, the effect of
different …

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