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 …

Three decades of statistical pattern recognition paradigm for SHM of bridges

E Figueiredo, J Brownjohn - Structural Health Monitoring, 2022 - journals.sagepub.com
Bridges play a crucial role in modern societies, regardless of their culture, geographical
location, or economic development. The safest, economical, and most resilient bridges are …

[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] 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 …

Artificial intelligence in structural health management of existing bridges

VM Di Mucci, A Cardellicchio, S Ruggieri… - Automation in …, 2024 - Elsevier
The paper presents a systematic review about the use of artificial intelligence (AI) in the field
of structural health management of existing bridges. Using the PRISMA protocol, 81 journal …

[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 …

Diagnosis algorithms for indirect structural health monitoring of a bridge model via dimensionality reduction

J Liu, S Chen, M Bergés, J Bielak, JH Garrett… - … Systems and Signal …, 2020 - Elsevier
We present a data-driven approach based on physical insights to achieve damage
diagnosis of bridges using only vibration signals collected on board the vehicles passing …

Examining changes in bridge frequency due to damage using the contact-point response of a passing vehicle

R Corbally, A Malekjafarian - Journal of Structural Integrity and …, 2021 - Taylor & Francis
Ongoing inspection and maintenance of bridges poses a challenging task for infrastructure
owners who must manage large bridge stocks with limited budgets. Drive-by monitoring …

Vehicle-assisted techniques for health monitoring of bridges

H Shokravi, H Shokravi, N Bakhary, M Heidarrezaei… - Sensors, 2020 - mdpi.com
Bridges are designed to withstand different types of loads, including dead, live,
environmental, and occasional loads during their service period. Moving vehicles are the …