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Load tests are an essential tool to verify the compliance of bridges with their design specifications and to assess their actual load-bearing capacity. In this paper, a series of static and dynamic load tests conducted on a concrete…

Drive-by inspection for bridge health monitoring has gained increasing attention over the past decade. This method involves analysing the coupled vehicle-bridge response, recorded by an instrumented inspection vehicle, to assess structural…

机器学习 · 计算机科学 2025-10-06 A. Calderon Hurtado , E. Atroshchenko , K. C. Chang , C. W. Kim , M. Makki Alamdari

Bridges, as critical components of civil infrastructure, are increasingly affected by deterioration, making reliable traffic monitoring essential for assessing their remaining service life. Among operational loads, traffic load plays a…

机器学习 · 计算机科学 2026-01-21 Hanshuo Wu , Xudong Jian , Christos Lataniotis , Cyprien Hoelzl , Eleni Chatzi , Yves Reuland

Bridge Health Monitoring (BHM) enables early damage detection of bridges and is thus critical for avoiding more severe damages that might result in major financial and human losses. However, conventional BHM systems require dedicated…

系统与控制 · 电气工程与系统科学 2022-05-12 Jingxiao Liu , Siyuan Yuan , Bin Luo , Biondo Biondi , Hae Young Noh

Structural health monitoring (SHM) tasks like damage detection are crucial for decision-making regarding maintenance and deterioration. For example, crack detection in SHM is crucial for bridge maintenance as crack progression can lead to…

机器学习 · 计算机科学 2023-04-10 Anoop Mishra , Gopinath Gangisetti , Deepak Khazanchi

Structural health monitoring is important to make sure bridges do not fail. Since direct monitoring can be complicated and expensive, indirect methods have been a focus on research. Indirect monitoring can be much cheaper and easier to…

机器学习 · 计算机科学 2023-01-25 Achyuth Madabhushi

Structural Health Monitoring (SHM) is a critical task for ensuring the safety and reliability of civil infrastructures, typically realized on bridges and viaducts by means of vibration monitoring. In this paper, we propose for the first…

Modern real-time Structural Health Monitoring systems can generate a considerable amount of information that must be processed and evaluated for detecting early anomalies and generating prompt warnings and alarms about the civil…

网络与互联网体系结构 · 计算机科学 2022-03-11 Amirhossein Moallemi , Alessio Burrello , Davide Brunelli , Luca Benini

Structural Health Monitoring (SHM) plays a pivotal role in modern civil engineering, providing critical insights into the health and integrity of infrastructure systems. This work presents a novel multivariate long-term profile monitoring…

应用统计 · 统计学 2025-06-26 Philipp Wittenberg , Alexander Mendler , Sven Knoth , Jan Gertheiss

Structural Health Monitoring (SHM) is increasingly used in civil engineering. One of its main purposes is to detect and assess changes in infrastructure conditions to reduce possible maintenance downtime and increase safety. Ideally, this…

应用统计 · 统计学 2024-06-04 Philipp Wittenberg , Sven Knoth , Jan Gertheiss

Monitoring bridge health using vibrations of drive-by vehicles has various benefits, such as no need for directly installing and maintaining sensors on the bridge. However, many of the existing drive-by monitoring approaches are based on…

人工智能 · 计算机科学 2023-05-18 Jingxiao Liu , Susu Xu , Mario Bergés , Hae Young Noh

This study explores the limitations of image-based structural health monitoring (SHM) techniques in detecting structural damage. Leveraging machine learning and computer vision, image-based SHM offers a scalable and efficient alternative to…

计算机视觉与模式识别 · 计算机科学 2025-01-28 Vagelis Plevris

Wireless sensor network (WSN) based SHM systems have shown significant improvement as compared to traditional wired-SHM systems in terms of cost, accuracy, and reliability of the monitoring. However, due to the resource-constrained nature…

信号处理 · 电气工程与系统科学 2020-08-18 Rahul Kumar Verma , K. K. Pattanaik , P. B. R. Dissanayake , A. J. Dammika , H. A. D. Samith Buddika , Mosbeh R. Kaloop

Artificial intelligence is increasingly used to simplify complex tasks. In engineering applications of structural health monitoring (SHM), existing specialized algorithms, while effective, often face high implementation barriers, limited…

多智能体系统 · 计算机科学 2026-05-14 Yuequan Bao , Xing Li , Huabin Sun , Dawei Liu , Yuxuan Tian , Haiyang Hu

A collision hazard measure that has the essential characteristics to provide a measurement of safety that will be useful to AV developers, traffic infrastructure developers and managers, regulators and the public is introduced here. The…

机器人学 · 计算机科学 2022-05-19 Erik K. Antonsson , Ph. D. , P. E. , N. A. E

Structural health monitoring (SHM) ensures the safety and longevity of structures like buildings and bridges. As the volume and scale of structures and the impact of their failure continue to grow, there is a dire need for SHM techniques…

机器学习 · 计算机科学 2024-07-19 Xuyang Li , Hamed Bolandi , Mahdi Masmoudi , Talal Salem , Nizar Lajnef , Vishnu Naresh Boddeti

Efficient structural damage localization remains a challenge in structural health monitoring (SHM), particularly when the problem is coupled with uncertainty of conditions and complexity of structures. Traditional methods simply based on…

最优化与控制 · 数学 2025-09-29 Owais Saleem , Tim Suchan , Natalie Rauter , Kathrin Welker

Data-driven method for Structural Health Monitoring (SHM), that mine the hidden structural performance from the correlations among monitored time series data, has received widely concerns recently. However, missing data significantly…

机器学习 · 计算机科学 2023-04-04 Fan Deng , Xiaoming Tao , Pengxiang Wei , Shiyin Wei

The difficulty in quantifying the benefit of Structural Health Monitoring (SHM) for decision support is one of the bottlenecks to an extensive adoption of SHM on real-world structures. In this paper, we present a framework for such a…

应用统计 · 统计学 2022-10-06 Antonios Kamariotis , Eleni Chatzi , Daniel Straub

Structural Health Monitoring (SHM) plays a crucial role in maintaining aging and critical infrastructure, supporting applications such as smart cities and digital twinning. These applications demand machine learning models capable of…

密码学与安全 · 计算机科学 2025-03-25 Sheikh Muhammad Farjad , Sandeep Reddy Patllola , Yonas Kassa , George Grispos , Robin Gandhi
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