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  1. Article

    Open Access

    A strategy for out-of-roundness damage wheels identification in railway vehicles based on sparse autoencoders

    Wayside monitoring is a promising cost-effective alternative to predict damage in the rolling stock. The main goal of this work is to present an unsupervised methodology to identify out-of-roundness (OOR) dama...

    Jorge Magalhães, Tomás Jorge, Rúben Silva, António Guedes in Railway Engineering Science (2024)

  2. No Access

    Chapter

    Railway Bridges Health Monitoring Supported by Artificial Intelligence

    This chapter discusses the detection of damages in railway bridges based on vibration responses induced by traffic and using bridge health monitoring systems. To achieve this goal, an innovative data-driven Ar...

    Andreia Meixedo, Diogo Ribeiro, João Santos, Rui Calçada in Digital Railway Infrastructure (2024)

  3. No Access

    Chapter

    Condition Monitoring of Rolling Stock Supported by Artificial Intelligence Technique

    The increasing use of condition monitoring of the railway infrastructure has led railway companies to take advantage of artificial intelligence (AI) technologies. The main goal of this research is to provide a...

    Araliya Mosleh, Andreia Meixedo, Diogo Ribeiro in Digital Railway Infrastructure (2024)

  4. No Access

    Chapter

    Real-Time Unsupervised Detection of Early Damage in Railway Bridges Using Traffic-Induced Responses

    This chapter addresses unsupervised damage detection in railway bridges by presenting a novel AI-based SHM strategy using traffic-induced dynamic responses. To achieve this goal a hybrid combination of wavelet...

    Andreia Meixedo, Diogo Ribeiro, João Santos in Structural Health Monitoring Based on Data… (2022)

  5. No Access

    Article

    Progressive numerical model validation of a bowstring-arch railway bridge based on a structural health monitoring system

    This paper presents a progressive numerical model validation of a bowstring-arch railway bridge based on the analysis of experimental data from different structural response measurements, namely, static deform...

    Andreia Meixedo, Diogo Ribeiro, João Santos in Journal of Civil Structural Health Monitor… (2021)