I'm working on deep learning in structural damage detection on bridge by signal (that is one dimensional data) . for that i want to get some information about Fully Convolutional Networks (FCN) in one dimensional data .
FCNs have previously been applied towards Structural Health Monitoring. They are just like any other types of Deep Learning architectures, and can very well be used for Structural Damage Detection. Refer to Article Multi-class structural damage segmentation using fully convo...
where the authors apply FCNs towards this issue as a multi-class classification problem. Hope this helps.