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Structural Health Monitoring (SHM) is crucial for the safety and maintenance of various infrastructures. Due to the large amount of data generated by numerous sensors and the high real-time requirements of many applications, SHM poses…

Networking and Internet Architecture · Computer Science 2023-10-12 Wenzhao Zhang , Cheng Guo , Yi Gao , Wei Dong

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…

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…

Machine Learning · Computer Science 2023-04-10 Anoop Mishra , Gopinath Gangisetti , Deepak Khazanchi

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…

Networking and Internet Architecture · Computer Science 2022-03-11 Amirhossein Moallemi , Alessio Burrello , Davide Brunelli , Luca Benini

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…

Applications · Statistics 2024-06-04 Philipp Wittenberg , Sven Knoth , Jan Gertheiss

Ageing civil infrastructure systems require imminent attention before any failure mechanism becomes critical. Structural Health Monitoring (SHM) is employed to track inputs and/or responses of structural systems for decision support.…

Human-Computer Interaction · Computer Science 2022-03-04 Furkan Luleci , Liangding Li , Jiapeng Chi , Dirk Reiners , Carolina Cruz-Neira , F. Necati Catbas

The availability of a dataset for validation and verification purposes of novel data-driven strategies and/or hybrid physics-data approaches is currently one of the most pressing challenges in the engineering field. Data ownership,…

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

Gaining the ability to make informed decisions on operation and maintenance of structures provides motivation for the implementation of structural health monitoring (SHM) systems. However, descriptive labels for measured data corresponding…

Machine Learning · Computer Science 2022-06-24 Aidan J. Hughes , Paul Gardner , Lawrence A. Bull , Nikolaos Dervilis , Keith Worden

Improving efficiency of healthcare systems is a top national interest worldwide. However, the need of delivering scalable healthcare services to the patients while reducing costs is a challenging issue. Among the most promising approaches…

Signal Processing · Electrical Eng. & Systems 2020-04-17 Alaa Awad Abdellatif , Amr Mohamed , Carla Fabiana Chiasserini , Mounira Tlili , Aiman Erbad

To maximize its value, the design, development and implementation of Structural Health Monitoring (SHM) should focus on its role in facilitating decision support. In this position paper, we offer perspectives on the synergy between SHM and…

A primary motivation for the development and implementation of structural health monitoring systems, is the prospect of gaining the ability to make informed decisions regarding the operation and maintenance of structures and infrastructure.…

Machine Learning · Computer Science 2021-11-17 A. J. Hughes , L. A. Bull , P. Gardner , R. J. Barthorpe , N. Dervilis , K. Worden

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…

Applications · Statistics 2025-06-26 Philipp Wittenberg , Alexander Mendler , Sven Knoth , Jan Gertheiss

Ensuring the structural integrity of bridges is essential for maintaining infrastructure safety and promoting long-term sustainability. In this context, Indirect Structural Health Monitoring (ISHM) through drive-by bridge inspection emerges…

Systems and Control · Electrical Eng. & Systems 2025-10-02 A. Calderon Hurtado , J. Xu , R. Salleh , D. Dias-da-Costa , M. Makki Alamdari

As the next generation of diverse workloads like autonomous driving and augmented/virtual reality evolves, computation is shifting from cloud-based services to the edge, leading to the emergence of a cloud-edge compute continuum. This…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-03 Matthijs Jansen , Auday Al-Dulaimy , Alessandro V. Papadopoulos , Animesh Trivedi , Alexandru Iosup

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…

Machine Learning · Computer Science 2026-01-21 Hanshuo Wu , Xudong Jian , Christos Lataniotis , Cyprien Hoelzl , Eleni Chatzi , Yves Reuland

With the rapid development of artificial intelligence technology, its application in the optimization of complex computer systems is becoming more and more extensive. Edge computing is an efficient distributed computing architecture, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-28 Xiaoxuan Sun , Yue Yao , Xiaoye Wang , Pochun Li , Xuan Li

Structural Health Monitoring (SHM) has become increasingly critical due to the rapid deterioration of civil infrastructure. Traditional methods involving heavy equipment are costly and time-consuming. Recent SHM approaches use advanced…

Human-Computer Interaction · Computer Science 2025-12-19 Omar Awadallah , Katarina Grolinger , Ayan Sadhu

The volume, veracity, variability, and velocity of data produced from the ever-increasing network of sensors connected to Internet pose challenges for power management, scalability, and sustainability of cloud computing infrastructure.…

Emerging Technologies · Computer Science 2019-02-19 Olga Krestinskaya , Alex Pappachen James , Leon O. Chua

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…

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