Keywords: neural networks
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Journal Articles
Journal Articles
Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction (2024) 177 (4): 236–245.
Published: 24 October 2024
... in various fields, and some scholars applied wavelet analysis to image decomposition and reconstruction. The backpropagation algorithm was proposed by an American biophysicist, and the research on neural networks also gradually matured (Lawal and Zhao, 2021). From the 1990s to now, with the rapid development...
Journal Articles
Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction (2023) 176 (4): 212–223.
Published: 16 November 2023
..., a deep convolutional neural network is used to determine flood depth through the analysis of crowdsourced images of submerged stop signs. Model performance in pole length estimation is tested on a test set, achieving a root mean squared error of 10.200 in. (1 in. = 1 inch = 2.54 cm) on pre-flood...
Journal Articles
Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction (2024) 177 (2): 60–72.
Published: 27 October 2023
... and depth of cracks in a beam structure, a genetic algorithm (GA) and a damage identification model are combined. This method optimises the back-propagation neural network by using the ability of the GA to find the global optimal solution. The natural frequency (NF) of the cracked beam is obtained through...
Journal Articles
Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction (2024) 177 (1): 25–34.
Published: 13 October 2023
... study of neural networks, embedding neural networks in predictive models can improve model performance. A genetic algorithm combined with a feed-forward back-propagation (BP) neural network can be applied to metallisation rate prediction in the actual production process (Zhang et al., 2021...

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