Mr. Duc Cong Nguyen | Machine Learning and AI Applications | Best Researcher Award
Mr. Duc Cong Nguyen at Silesian University of Technology, Poland
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🧑🎓 Duc Cong Nguyen: PhD Student and Structural Health Monitoring Specialist
📚 Education
- PhD Student (2020 – 2024)
Silesian University of Technology, Faculty of Civil Engineering, Gliwice, Poland
(Supported by NAWA Polish government and Vietnamese government)
🔬 Professional Experience
- PhD Research: Developing and applying vibration-based structural health monitoring (SHM) techniques for railway steel arch bridges using advanced AI models and signal processing methods.
- Consultancy: Contributing to SHM projects for the Dębica railway steel arch bridge in Poland.
- Previous Experience: Over a decade of expertise in bridge structural testing and pile testing in Vietnam.
🔍 Research Interests
- AI and Machine Learning 🤖
- Structural Health Monitoring (SHM) 🏗️
- Bridges and Railway Bridges 🚉
- Vibration Measurement and Diagnostic Load Testing 📏
💡 Key Contributions
- Innovated advanced signal processing techniques for SHM, including wavelet transforms and FFT algorithms.
- Developed GoogLeNet CNN models for classification and pattern recognition of bridge vibration signals.
- Conducted analyses of historical dynamic responses using FFT techniques to estimate tension forces in bridge components.
📖 Publications
Structural Health Monitoring for Dębica Railway Steel Arch Bridge in Poland
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- Authors: Duc Cong Nguyen, Marek Salamak, Andrzej Katunin, Grzegorz Poprawa
- Journal: Civil and Environmental Engineering Reports
- Year: 2024
Vibration-based SHM of Railway Steel Arch Bridge with Orbit-Shaped Image and Wavelet-Integrated CNN Classification
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- Authors: Duc Cong Nguyen, Marek Salamak, Andrzej Katunin, Grzegorz Poprawa, Michael Gerges
- Journal: Engineering Structures
- Year: 2024
Vibration-based SHM of Dębica Railway Steel Bridge with Optimized ANN and ANFIS
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- Authors: Duc Cong Nguyen, Marek Salamak, Andrzej Katunin, Grzegorz Poprawa, Piotr Przystałka, Mateusz Hypki
- Journal: Journal of Constructional Steel Research
- Year: 2024
Finite Element Model Updating of Steel Bridge Structure Using Vibration-Based Structural Health Monitoring System: A Case Study of Railway Steel Arch Bridge in Poland
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- Authors: Duc Cong Nguyen, Marek Salamak, Andrzej Katunin, Grzegorz Poprawa
- Journal: Experimental Vibration Analysis for Civil Engineering Structures: EVACES. Lecture Notes in Civil Engineering (433)
- Year: 2023