Wireless and real-time structural damage detection: A novel decentralized method for wireless sensor networks
Being an alternative to conventional wired sensors, wireless sensor networks (WSNs) are
extensively used in Structural Health Monitoring (SHM) applications. Most of the Structural …
extensively used in Structural Health Monitoring (SHM) applications. Most of the Structural …
Real-time vibration-based structural damage detection using one-dimensional convolutional neural networks
Structural health monitoring (SHM) and vibration-based structural damage detection have
been a continuous interest for civil, mechanical and aerospace engineers over the decades …
been a continuous interest for civil, mechanical and aerospace engineers over the decades …
Structural damage detection in real time: implementation of 1D convolutional neural networks for SHM applications
Most of the classical structural damage detection systems involve two processes, feature
extraction and feature classification. Usually, the feature extraction process requires large …
extraction and feature classification. Usually, the feature extraction process requires large …
1-D CNNs for structural damage detection: Verification on a structural health monitoring benchmark data
Structural damage detection has been an interdisciplinary area of interest for various
engineering fields. While the available damage detection methods have been in the process …
engineering fields. While the available damage detection methods have been in the process …
Localization and classification of structural damage using deep learning single-channel signal-based measurement
Diligent damage identification is a core thrust of structural health monitoring (SHM).
Vibration-based SHM has recently gained paramount importance. Substantial research …
Vibration-based SHM has recently gained paramount importance. Substantial research …
Unsupervised structural damage detection technique based on a deep convolutional autoencoder
Z Rastin, G Ghodrati Amiri, E Darvishan - Shock and Vibration, 2021 - Wiley Online Library
Structural health monitoring (SHM) is a hot research topic with the main purpose of damage
detection in a structure and assessing its health state. The major focus of SHM studies in …
detection in a structure and assessing its health state. The major focus of SHM studies in …
Multi-sensor and decision-level fusion-based structural damage detection using a one-dimensional convolutional neural network
S Teng, G Chen, Z Liu, L Cheng, X Sun - Sensors, 2021 - mdpi.com
This paper presents a novel approach to substantially improve the detection accuracy of
structural damage via a one-dimensional convolutional neural network (1-D CNN) and a …
structural damage via a one-dimensional convolutional neural network (1-D CNN) and a …
Densely connected convolutional networks for vibration based structural damage identification
Vibration-based damage identification has been a challenging task in structural health
monitoring. The main difficulty lies on the reliable correlation between the measured …
monitoring. The main difficulty lies on the reliable correlation between the measured …
Structural health monitoring using wireless sensor networks: A comprehensive survey
Structural health monitoring (SHM) using wireless sensor networks (WSNs) has gained
research interest due to its ability to reduce the costs associated with the installation and …
research interest due to its ability to reduce the costs associated with the installation and …
Structural health monitoring using wireless smart sensor network–An overview
Abstract Structural Health Monitoring is gaining popularity in recent times because of
advancements in technology and the increasing need for repair and rehabilitation. The shift …
advancements in technology and the increasing need for repair and rehabilitation. The shift …