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Modelling bridge deterioration using long short-term memory neural networks: a deep learning-based approach

Saleh Abu Dabous, Fakhariya Ibrahim, Ahmad Alzghoul

Smart and Sustainable Built Environment (2025) 14 (5): 1632–1655.

https://doi.org/10.1108/SASBE-10-2023-0295

Published: 30 July 2024

... vanilla LSTM (vLSTM), stacked LSTM (sLSTM), and convolutional neural networks combined with LSTM (CNN-LSTM). The models are developed by utilising the National Bridge Inventory (NBI) datasets spanning from 2001 to 2019 to predict the deck condition ratings in 2021. Findings Results reveal that all...

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Modelling bridge deterioration using long short-term memory neural networks: a deep learning-based approach

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