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 …

Recent advances in researches on vehicle scanning method for bridges

ZL Wang, JP Yang, K Shi, H Xu, FQ Qiu… - International Journal of …, 2022 - World Scientific
The vehicle scanning method (VSM), an indirect approach for bridge measurement, has
attracted intensive attention since it was proposed by Yang and co-workers in 2004. This …

[HTML][HTML] A review of mobile sensing of bridges using moving vehicles: Progress to date, challenges and future trends

A Malekjafarian, R Corbally, W Gong - Structures, 2022 - Elsevier
Sensors installed on moving vehicles have been extensively used for condition monitoring
and structural assessment of bridges in the recent years. These methods which are known …

[HTML][HTML] Footbridge damage detection using smartphone-recorded responses of micromobility and convolutional neural networks

Z Li, Y Lan, W Lin - Automation in Construction, 2024 - Elsevier
This paper presents a footbridge damage detection and classification framework using
smartphone-recorded responses of micromobility and deep learning techniques. Time …

[HTML][HTML] Deep autoencoder architecture for bridge damage assessment using responses from several vehicles

MZ Sarwar, D Cantero - Engineering Structures, 2021 - Elsevier
Vehicle-assisted monitoring is a promising alternative for rapid and low-cost bridge health
monitoring compared to direct instrumentation of bridges. In recent years, centralized …

[HTML][HTML] Diagnosis algorithms for indirect bridge health monitoring via an optimized AdaBoost-linear SVM

Y Lan, Y Zhang, W Lin - Engineering Structures, 2023 - Elsevier
A data-driven approach based on Optimized AdaBoost-Linear SVM is proposed to indicate
the bridge damage using only raw vibration signals received from a vehicle passing over the …

A novel frequency-free movable test vehicle for retrieving modal parameters of bridges: Theory and experiment

YB Yang, Z Li, ZL Wang, K Shi, H Xu, FQ Qiu… - Mechanical Systems and …, 2022 - Elsevier
Vehicle frequency and pavement roughness are two factors that used to adversely affect the
vehicle scanning method for bridges. To tackle these at once, this study proposes the use of …

Using vehicle–bridge contact spectra and residue to scan bridge's modal properties with vehicle frequencies and road roughness eliminated

YB Yang, H Xu, ZL Wang, K Shi - Structural Control and Health …, 2022 - Wiley Online Library
Both vehicle frequencies and road roughness are factors that may render the vehicle
scanning method ineffective for bridges. In this paper, both factors will be eliminated via the …

[HTML][HTML] Mobile crowdsensing framework for drive-by-based dense spatial-resolution bridge mode shape identification

Z Peng, J Li, H Hao, N Yang - Engineering Structures, 2023 - Elsevier
Moving vehicles equipped with various types of sensors can efficiently monitor the health
conditions of a population of transportation infrastructure such as bridges. This paper …

State-of-the-art of vehicle-based methods for detecting various properties of highway bridges and railway tracks

YB Yang, ZL Wang, K Shi, H Xu… - International Journal of …, 2020 - World Scientific
The vehicle scanning method (VSM), an indirect approach for bridge measurement, has
attracted intensive attention since it was proposed. By this method, a moving test vehicle is …