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The next section will dive into and elaborate on this topic. This section begins with a brief background information on convolutional neural networks and how they are built on. This is followed by a detailed discussion on 1D-CNNs and 2D-CNNs with their applications in the field of seismic signal processing. This is followed by a discussion on sparse sensor grids to complement the input of CNNs as well as the validity of CNNs in crack detection. After that, the modeling and implementation of the SpAsE-Net are introduced and extensive comparative analysis on its performance versus other state-of-the-art methods is presented.

3D-CNN is becoming the state-of-the-art in the field of structural health monitoring (SHM). However, the training of the 3D-CNN can be computationally expensive due to the large amounts of high resolution data. In this paper, we propose a new method to train the 3D-CNNs with incomplete training data for the pre-processing and post-processing. The method is termed as the cascaded training of CNNs (CT-CNN). The CT-CNN method was used to implement 2D-CNN and 3D-CNN in crack segmentation. Comparative analysis with all state-of-the-art methods in the literature is conducted to evaluate the performance of the method. The CT-CNN method has been implemented for 2D- and 3D-CNN. Both 2D-CNN and 3D-CNN can obtain higher accuracy with less training data compared to all state-of-the-art methods in the literature.

To improve the accuracy in crack detection, CNN was used in this project. The objective of the research is to detect a crack from an earthquake aftershock signal. Therefore, the research aims to provide a new method to increase the accuracy in the crack detection by using CNN. In this work, a 1D-CNN and 2D-CNN were created.

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