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] A systematic review of data fusion techniques for optimized structural health monitoring

S Hassani, U Dackermann, M Mousavi, J Li - Information Fusion, 2024 - Elsevier
Advancements in structural health monitoring (SHM) techniques have spiked in the past few
decades due to the rapid evolution of novel sensing and data transfer technologies. This …

Fibre-optic sensor and deep learning-based structural health monitoring systems for civil structures: A review

UMN Jayawickrema, H Herath, NK Hettiarachchi… - Measurement, 2022 - Elsevier
Structural health monitoring (SHM) systems in civil engineering structures have been a
growing focus of research and practice. Over the last few decades, optical fibre sensor (OFS) …

[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 …

Algorithms and techniques for the structural health monitoring of bridges: Systematic literature review

OS Sonbul, M Rashid - Sensors, 2023 - mdpi.com
Structural health monitoring (SHM) systems are used to analyze the health of infrastructures
such as bridges, using data from various types of sensors. While SHM systems consist of …

Shared micromobility-driven modal identification of urban bridges

S Quqa, PF Giordano, MP Limongelli - Automation in Construction, 2022 - Elsevier
Abstract Recent research in Indirect Structural Health Monitoring (ISHM) uses the dynamic
response of instrumented vehicles to carry out “drive-by” monitoring of bridges. These …

A novel methodology for modal parameter identification of arch dam based on multi-level information fusion

G Wang, H Li, Z Fu, W Huang, B Liu, S Yao - Mechanical Systems and …, 2023 - Elsevier
Operational modal analysis plays an important role in the structural health monitoring and
safety diagnosis of arch dam. However, due to background noise, it is difficult to accurately …

Current and future role of data fusion and machine learning in infrastructure health monitoring

H Wang, G Barone, A Smith - Structure and Infrastructure …, 2024 - Taylor & Francis
Rapid advances in infrastructure health monitoring and sensing technologies allow the
monitoring of infrastructure assets continuously and in real-time throughout their life span …

A CNN-integrated percussion method for detection of FRP–concrete interfacial damage with FEM reconstruction

Q Kong, K Ji, J Gu, L Chen… - Structural Health …, 2023 - journals.sagepub.com
Reinforced concrete (RC) structures are commonly strengthened using externally bonded
fiber-reinforced polymer (FRP) sheets. The bond between the FRP and concrete is a crucial …

Machine learning applications in optical fiber sensing: A research agenda

E Reyes-Vera, A Valencia-Arias, V García-Pineda… - Sensors, 2024 - mdpi.com
The constant monitoring and control of various health, infrastructure, and natural factors
have led to the design and development of technological devices in a wide range of fields …