@inproceedings{189603c2355349f5b00e4d01b80769d7,
title = "A Convolutional Neural Network Based Framework for Health Monitoring of a Welded Joint Steel Frame Structure",
abstract = "This study presents a Convolutional Neural Network (CNN) based Deep-learning framework for the health monitoring of a welded joint steel plane frame structure. The deep learning algorithm model is trained to extract local features from the vibration-based time-frequency scalogram images and using those features to distinguish the undamaged and two different damage cases of the steel plane frame structure. The performance and robustness of the framework are tested for an unseen image set corresponding to the training classes. The proposed deep learning framework can successfully classify the undamaged and damaged classes with high testing accuracy that signifies its efficiency as an automation tool for the health monitoring of steel plane frame structures subjected to damage near joints.",
keywords = "Convolution Neural Network, Deep learning, Steel plane frame, Structural health monitoring, Welded joint",
author = "Maloth Naresh and Shirsendu Sikdar and Joy Pal",
note = "Funding Information: Acknowledgements. Authors are thankful to the Experimental Laboratory staff of IIT Bombay for their support during the experiment. Shirsendu Sikdar wishes to acknowledge the support from the Research Foundation-Flanders (FWO) Belgium under grant agreement no. FWO.3E0.2019.0102.01. Publisher Copyright: {\textcopyright} 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.; International Conference on Advances in Structural Mechanics and Applications, ASMA 2021 ; Conference date: 26-03-2021 Through 28-03-2021",
year = "2022",
month = jun,
day = "9",
doi = "10.1007/978-3-031-05509-6_21",
language = "English",
isbn = "9783030983345",
volume = "26",
series = "Structural Integrity",
publisher = "Springer, Cham",
pages = "251--262",
editor = "Correia, {Jos{\'e} Ant{\'o}nio Fonseca de Oliveira } and Choudhury, {Satyabrata } and Dutta, {Subhrajit }",
booktitle = "Advances in Structural Mechanics and Applications",
address = "Switzerland",
edition = "1st",
}