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This paper explores the feasibility of utilizing the response recorded by a single moving sensor to identify the modal parameters of a bridge system under different loading conditions, such as known excitation and unknown random…

Other Statistics · Statistics 2025-09-08 Dhiraj Ghosh , Suparno Mukhopadhyay , Shaily Jain

This study presents a flexible approach for bridge modal identification using smartphone data collected by a large pool of passing vehicles. With each trip of a mobile sensor, the spatio-temporal response of the bridge is sampled, plus…

Signal Processing · Electrical Eng. & Systems 2020-11-10 Soheil Sadeghi Eshkevari , Liam Cronin , Shamim N. Pakzad , Thomas J. Matarazzo

Distributed Acoustic Sensing (DAS) of ambient vibrations is a promising technique in the context of structural health monitoring of civil engineering structures. The methodology uses Rayleigh backscattered light from small deformations at…

Image-based vibration mode identification gained increased attentions in civil and construction communities. A recent video-based motion magnification method was developed to measure and visualize small structure motions. This new approach…

Computer Vision and Pattern Recognition · Computer Science 2017-12-19 Zhexiong Shang , Zhigang Shen

The knowledge gap in the expected and actual conditions of bridges has created worldwide deficits in infrastructure service and funding challenges. Despite rapid advances over the past four decades, sensing technology is still not a part of…

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…

Systems and Control · Electrical Eng. & Systems 2022-05-12 Jingxiao Liu , Siyuan Yuan , Bin Luo , Biondo Biondi , Hae Young Noh

This study proposes a learning-based method with domain adaptability for input estimation of vehicle suspension systems. In a crowdsensing setting for bridge health monitoring, vehicles carry sensors to collect samples of the bridge's…

Machine Learning · Computer Science 2021-04-05 Liam M. Cronin , Soheil Sadeghi Eshkevari , Debarshi Sen , Shamim N. Pakzad

We introduce a physics-guided signal processing approach to extract a damage-sensitive and domain-invariant (DS & DI) feature from acceleration response data of a vehicle traveling over a bridge to assess bridge health. Motivated by…

Computational Engineering, Finance, and Science · Computer Science 2022-09-07 Jingxiao Liu , Bingqing Chen , Siheng Chen , Mario Berges , Jacobo Bielak , HaeYoung Noh

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…

Machine Learning · Computer Science 2025-10-06 A. Calderon Hurtado , E. Atroshchenko , K. C. Chang , C. W. Kim , M. Makki Alamdari

In the practical application of the Bridge Weigh-In-Motion (BWIM) methods, the position of the wheels or axles during the passage of a vehicle is in most cases a prerequisite. To avoid the use of conventional axle detectors and bridge type…

Computer Vision and Pattern Recognition · Computer Science 2023-12-19 Steven Robert Lorenzen , Henrik Riedel , Maximilian Michael Rupp , Leon Schmeiser , Hagen Berthold , Andrei Firus , Jens Schneider

We develop data-driven dynamical models of the nonlinear aeroelastic effects on a long-span suspension bridge from sparse, noisy sensor measurements which monitor the bridge. Using the {\em sparse identification of nonlinear dynamics}…

Pattern Formation and Solitons · Physics 2018-09-18 Shanwu Li , Eurika Kaiser , Shujin Laima , Hui Li , Steven L. Brunton , J. Nathan Kutz

A key challenge in monitoring and managing the structural health of bridges is the high-cost associated with specialized sensor networks. In the past decade, researchers predicted that cheap, ubiquitous mobile sensors would revolutionize…

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…

Signal Processing · Electrical Eng. & Systems 2020-08-18 Rahul Kumar Verma , K. K. Pattanaik , P. B. R. Dissanayake , A. J. Dammika , H. A. D. Samith Buddika , Mosbeh R. Kaloop

The rising number of bridge collapses worldwide has compelled governments to introduce predictive maintenance strategies to extend structural lifespan. In this context, vibration-based Structural Health Monitoring (SHM) techniques utilizing…

Computational Engineering, Finance, and Science · Computer Science 2024-11-11 Elisa Tomassini , Enrique García-Macías , Filippo Ubertini

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…

Artificial Intelligence · Computer Science 2023-05-18 Jingxiao Liu , Susu Xu , Mario Bergés , Hae Young Noh

Mobility On Demand (MOD) systems are revolutionizing transportation in urban settings by improving vehicle utilization and reducing parking congestion. A key factor in the success of an MOD system is the ability to measure and respond to…

Robotics · Computer Science 2017-03-08 Justin Miller , Andres Hasfura , Shih-Yuan Liu , Jonathan P. How

Accurate detection of road and bridge changes is crucial for urban planning and transportation management, yet presents unique challenges for general change detection (CD). Key difficulties arise from maintaining the continuity of roads and…

Computer Vision and Pattern Recognition · Computer Science 2025-09-22 Qingling Shu , Sibao Chen , Xiao Wang , Zhihui You , Wei Lu , Jin Tang , Bin Luo

In this paper, we propose a novel integrated sensing and communications (ISAC) scheme to perform bridge micro-deformation monitoring (BMDM) in complex environments. We first provide an excitation-bridge coupling model to represent the…

Signal Processing · Electrical Eng. & Systems 2025-09-23 Boxuan Sun , Hongliang Luo , Shaodan Ma , Feifei Gao

Distributed acoustic sensing (DAS) technology leverages fiber optic cables to detect vibrations and acoustic events, which is a promising solution for real-time traffic monitoring. In this paper, we introduce a novel methodology for…

Networking and Internet Architecture · Computer Science 2024-10-23 Khanh Truong , Jo Eidsvik , Robin Andre Rørstadbotnen

This paper presents an output-only method to identify road roughness profiles from axle accelerations of a moving vehicle. A two degree of freedom half-car model is discretised with a zero-order hold and a backward-difference approximation…

Dynamical Systems · Mathematics 2025-11-13 Zihao Liu , Daniel Dias-da-Costa , Tommy Chan , Colin Coprani , Chul-Woo Kim , Mehrisadat Makki Alamdari
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