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Your search keyword '"Gentile, Carmelo"' showing total 16 results
Start Over Author "Gentile, Carmelo" Topic machine learning
16 results on '"Gentile, Carmelo"'

1. Assessment of Structures Using Dynamic Monitoring and Auto-Encoders: Application to Baixo Sabor Dam

Author

Pirrò, Marco, Pereira, Sérgio, Gentile, Carmelo, Cunha, Álvaro, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Cui, Zhen-Dong, Series Editor, Rainieri, Carlo, editor, Gentile, Carmelo, editor, and Aenlle López, Manuel, editor

Published
2024
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2. Vibration-Based SHM of Railway Bridges Using Machine Learning: The Influence of Temperature on the Health Prediction

Author

Chalouhi, Elisa Khouri, Gonzalez, Ignacio, Gentile, Carmelo, Karoumi, Raid, di Prisco, Marco, Series editor, Chen, Sheng-Hong, Series editor, Solari, Giovanni, Series editor, Conte, Joel P., editor, Astroza, Rodrigo, editor, Benzoni, Gianmario, editor, Feltrin, Glauco, editor, Loh, Kenneth J., editor, and Moaveni, Babak, editor

Published
2018
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3. Damage detection in railway bridges using Machine Learning: application to a historic structure.

Author

Chalouhi, Elisa Khouri, Gonzalez, Ignacio, Gentile, Carmelo, and Karoumi, Raid

Subjects
MACHINE learning, RAILROAD bridge design & construction, STRUCTURAL health monitoring, ACCELEROMETERS, THERMOCOUPLES
Abstract

This paper presents a method that uses machine learning to detect and localize damage in railway bridges. Results of the method application to a historical bridge are presented and used to validate the proposed algorithm. For the application of this technique, both air temperature and deck accelerations data, measured under railway traffic at several locations on the bridge, are needed. The method consists of four stages: (1) collection of such data in both reference condition (i.e. when the state of preservation of the structure is known) and current one; (2) pre-processing of acceleration time histories aimed at extracting characteristics of the crossing train (i.e. running direction, speed and number of axles); (3) training of Artificial Neural Networks and Gaussian Processes using data collected in reference condition and (4) health classification of the bridge in current condition through the comparison between predicted and measured responses. During stage 3, a set of neural networks is trained to predict deck accelerations under every environmental and operational condition (i.e. air temperature and crossing vehicle characteristics, respectively) assuming the reference state of preservation. Then, in stage 4, the current response is compared with accelerations predicted under current environmental and operational conditions. Changes in the behavior of the structure due to damage are thus detected as a discrepancy between predicted and measured responses. The application of the proposed technique to data collected on San Michele Bridge (1889), in Northern Italy, has shown good agreement with results from previous studies based on mode shape variation. This shows the potential and confirms the possibility of applying the proposed technique to real bridges. This method can thus be used to detect anomalous responses that can be flagged as possible damage as well as give an indication of the location of the decayed structural region. [ABSTRACT FROM AUTHOR]

Published
2017
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4. On the Application of Physics-Informed Neural-Networks for Identification and State Estimation of Vibrating Structures

Author

Haywood-Alexander, Marcus, Chatzi, Eleni, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Cui, Zhen-Dong, Series Editor, Rainieri, Carlo, editor, Gentile, Carmelo, editor, and Aenlle López, Manuel, editor

Published
2024
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5. Intelligent Automatic Operational Modal Analysis: Application to a Tall Building

Author

Rosso, Marco Martino, Aloisio, Angelo, Parol, Jafarali, Marano, Giuseppe C., Quaranta, Giuseppe, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Cui, Zhen-Dong, Series Editor, Rainieri, Carlo, editor, Gentile, Carmelo, editor, and Aenlle López, Manuel, editor

Published
2024
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6. ML-Driven Operational Modal Analysis of Road Bridges: Preliminary Results

Author

Tomassini, Elisa, García-Macías, Enrique, Venanzi, Ilaria, Ubertini, Filippo, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Cui, Zhen-Dong, Series Editor, Rainieri, Carlo, editor, Gentile, Carmelo, editor, and Aenlle López, Manuel, editor

Published
2024
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7. Incorporating Digital Twins and Artificial Intelligence for Next-Generation SHM Software

Author

García-Macías, Enrique, Hernández-González, Israel Alejandro, Ubertini, Filippo, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Cui, Zhen-Dong, Series Editor, Rainieri, Carlo, editor, Gentile, Carmelo, editor, and Aenlle López, Manuel, editor

Published
2024
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8. Latest Advancements on a Vibration-Based Monitoring Approach for Continuous Welded Rails

Author

Enshaeian, Alireza, Belding, Matthew, Rizzo, Piervincenzo, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Cui, Zhen-Dong, Series Editor, Rainieri, Carlo, editor, Gentile, Carmelo, editor, and Aenlle López, Manuel, editor

Published
2024
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9. Real-Time Site Specific Assessment of Cement Mortar Using a Solitary Wave Based Deep Learning

Author

Kim, Tae-Yeon, Yoon, Sangyoung, Alkhaffaf, Ahmed Z., Yeun, Chan Yeob, Damiani, Ernesto, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Cui, Zhen-Dong, Series Editor, Rainieri, Carlo, editor, Gentile, Carmelo, editor, and Aenlle López, Manuel, editor

Published
2024
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10. Classification Algorithms for Damage Identification in Framed Structures by Means of Natural Frequencies

Author

Sepe, Vincenzo, Buccella, Armando, Potenza, Francesco, Diaferio, Mariella, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Cui, Zhen-Dong, Series Editor, Rainieri, Carlo, editor, Gentile, Carmelo, editor, and Aenlle López, Manuel, editor

Published
2024
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11. Physics-Based and Machine-Learning Models for Braking Impact Factors

Author

Aloisio, Angelo, Quaranta, Giuseppe, Contento, Alessandro, Rosso, Marco Martino, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Limongelli, Maria Pina, editor, Giordano, Pier Francesco, editor, Quqa, Said, editor, Gentile, Carmelo, editor, and Cigada, Alfredo, editor

Published
2023
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12. Development in Machine Learning Based Rapid Visual Screening Method for Masonry Buildings

Author

Bektaş, Nurullah, Kegyes-Brassai, Orsolya, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Limongelli, Maria Pina, editor, Giordano, Pier Francesco, editor, Quqa, Said, editor, Gentile, Carmelo, editor, and Cigada, Alfredo, editor

Published
2023
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13. Does Climate Change Impact Long-Term Damage Detection in Bridges?

Author

Figueiredo, Eloi, Peres, Nuno, Moldovan, Ionut, Nasr, Amro, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Limongelli, Maria Pina, editor, Giordano, Pier Francesco, editor, Quqa, Said, editor, Gentile, Carmelo, editor, and Cigada, Alfredo, editor

Published
2023
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14. Dynamic Monitoring Plant Integrated with a Weight in Motion Apparatus Aimed at Having a More Complete SHM System

Author

Sforza, Giorgio, Skobir, Matjaž, Ginesi, Francesco, Hauptman, Martin, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Limongelli, Maria Pina, editor, Giordano, Pier Francesco, editor, Quqa, Said, editor, Gentile, Carmelo, editor, and Cigada, Alfredo, editor

Published
2023
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15. Continuous SHM of Railway Bridges Based on Vibration Analysis of Qualitative, Selected, Asynchronous Data

Author

Judenherc, Sébastien, Poitrineau, Nicolas, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Limongelli, Maria Pina, editor, Giordano, Pier Francesco, editor, Quqa, Said, editor, Gentile, Carmelo, editor, and Cigada, Alfredo, editor

Published
2023
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16. Vibration-Based Monitoring of Continuous Welded Rails

Author

Rizzo, Piervincenzo, Enshaeian, Alireza, Belding, Matthew, di Prisco, Marco, Series Editor, Chen, Sheng-Hong, Series Editor, Vayas, Ioannis, Series Editor, Kumar Shukla, Sanjay, Series Editor, Sharma, Anuj, Series Editor, Kumar, Nagesh, Series Editor, Wang, Chien Ming, Series Editor, Limongelli, Maria Pina, editor, Giordano, Pier Francesco, editor, Quqa, Said, editor, Gentile, Carmelo, editor, and Cigada, Alfredo, editor

Published
2023
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