Nneka Emmanuella Nnamani

A Hybrid CNN–LSTM Framework for Vibration-Based Multi-Damage Assessment in Reinforced Concrete Bridges

A hybrid one-dimensional convolutional neural network and long short-term memory framework for vibration-based damage localisation and severity estimation in reinforced concrete bridges and results support the use of the proposed framework for screening-level assessment of bridge damage under controlled simulated conditions.