Machine learning and structural health monitoring overview with emerging technology and high-dimensional data source highlights

A Malekloo, E Ozer, M AlHamaydeh… - Structural Health …, 2022 - journals.sagepub.com
Conventional damage detection techniques are gradually being replaced by state-of-the-art
smart monitoring and decision-making solutions. Near real-time and online damage …

[HTML][HTML] Review on smartphone sensing technology for structural health monitoring

H Sarmadi, A Entezami, KV Yuen, B Behkamal - Measurement, 2023 - Elsevier
Sensing is a critical and inevitable sector of structural health monitoring (SHM). Recently,
smartphone sensing technology has become an emerging, affordable, and effective system …

A multiple camera position approach for accurate displacement measurement using computer vision

R Kromanis, P Kripakaran - Journal of Civil Structural Health Monitoring, 2021 - Springer
Engineers can today capture high-resolution video recordings of bridge movements during
routine visual inspections using modern smartphones and compile a historical archive over …

Bolt-loosening monitoring framework using an image-based deep learning and graphical model

HC Pham, QB Ta, JT Kim, DD Ho, XL Tran, TC Huynh - Sensors, 2020 - mdpi.com
In this study, we investigate a novel idea of using synthetic images of bolts which are
generated from a graphical model to train a deep learning model for loosened bolt detection …

A marker-free method for structural dynamic displacement measurement based on optical flow

J Zhu, Z Lu, C Zhang - Structure and Infrastructure Engineering, 2021 - Taylor & Francis
Abstract Information on dynamic displacement is an effective indicator for structures
condition evaluation and provides a quantised insight into the structural analysis. This paper …

Smartphone application for structural health monitoring of bridges

E Figueiredo, I Moldovan, P Alves, H Rebelo, L Souza - Sensors, 2022 - mdpi.com
The broad availability and low cost of smartphones have justified their use for structural
health monitoring (SHM) of bridges. This paper presents a smartphone application called …

Vision-based measurements of deformations and cracks for RC structure tests

X Ji, Z Miao, R Kromanis - Engineering Structures, 2020 - Elsevier
This paper develops vision-based measurement methods for experimental tests of
reinforced concrete (RC) structures. The methods can measure deformations and …

Extracting high-precision full-field displacement from videos via pixel matching and optical flow

L Luan, Y Liu, H Sun - Journal of Sound and Vibration, 2023 - Elsevier
Accurate sensing of full-field displacements plays a significant role in dynamic testing for
structural health monitoring (SHM). Recently, video camera has become a more promising …

Adaptive pathways using emerging technologies: Applications for Critical Transportation Infrastructure

N Makhoul, DV Achillopoulou, NK Stamataki… - Sustainability, 2023 - mdpi.com
Hazards are becoming more frequent and disturbing the built environment; this issue
underpins the emergence of resilience-based engineering. Adaptive pathways (APs) were …

Smartphone Prospects in Bridge Structural Health Monitoring, a Literature Review

E Ozer, R Kromanis - Sensors, 2024 - mdpi.com
Bridges are critical components of transportation networks, and their conditions have effects
on societal well-being, the economy, and the environment. Automation needs in inspections …