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António Miguel Carvalho Guedes. Completed the Master in Engenharia Civil in 2022/11/10 by School of Engineering of Polytechnic of Porto (ISEP-IPP) with a grade of 15/20 values. Is Researcher in Faculty of Engineering of University of Porto (FEUP) participating in 2 projects - PRODUZIR MATERIAL CIRCULANTE FERROVIÁRIO EMPORTUGAL C645644454-00000065 and SMART WAGONS - Desenvolvimento de Capacidade Produtiva em Portugal de Vagões Inteligentes para Mercadorias C644940527-00000048. Participates as Master Student Fellow in 1 project - Intelligent structural condition assessment of existing steel railway bridges Ref. 2021.09571.CBMA, funded by FCT. Research Fellow in 1 project WAY4SAFERAIL - WAYside monitoring system FOR SAFERAIL transportation, NORTE-01-0247-FEDER-069595, funded by FCT. Participated in 1 workshop event entitled "Data-driven damage detection inrailway systems". Published 3 articles in journal papers, 10 articles in international conferences including 3 oral presentations. Recently he was also involved in two articles that were accepted in the Railway Engineering Science and Applied Sciences journal papers.
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Identification

Personal identification

Full name
António Miguel Carvalho Guedes

Citation names

  • Guedes, António

Author identifiers

Ciência ID
221B-A035-A51A
ORCID iD
0009-0005-7377-1716

Email addresses

  • anmcg@isep.ipp.pt (Professional)
  • anmcg@isep.ipp.pt (Professional)

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese (Mother tongue)
English Upper intermediate (B2) Advanced (C1) Intermediate (B1) Advanced (C1) Upper intermediate (B2)
Spanish; Castilian Elementary (A2) Elementary (A2) Intermediate (B1) Elementary (A2)
Education
Degree Classification
2023/09/07 - 2027/09/07
Ongoing
 Programa Doutoral em Engenharia Civil (Doutoramento)
Universidade do Porto Faculdade de Engenharia, Portugal
2020/10/06 - 2022/11/10
Concluded
 Engenharia Civil (Mestrado)
Major in Estruturas
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
 15
Affiliation

Science

Category
Host institution 		Employer
2023/09/12 - Current Researcher (Research) Universidade do Porto Faculdade de Engenharia, Portugal
Universidade do Porto Faculdade de Engenharia, Portugal
2022/09/26 - 2023/06/26 Researcher (Research) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Projects

Grant

Designation Funders
2023/09/12 - Current PRODUZIR MATERIAL CIRCULANTE FERROVIÁRIO EM PORTUGAL
C645644454-00000065
Researcher
Universidade do Porto Faculdade de Engenharia, Portugal
2023/09/12 - Current SMART WAGONS - Desenvolvimento de Capacidade Produtiva em Portugal de Vagões Inteligentes para Mercadorias
C644940527-00000048
Researcher
Universidade do Porto Faculdade de Engenharia, Portugal
2022/09/26 - 2023/06/26 WAY4SAFERAIL - WAYside monitoring system FOR SAFE RAIL transportation
NORTE-01-0247-FEDER-069595
Research Fellow
Universidade do Porto Faculdade de Engenharia, Portugal

Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Concluded
2022/01/17 - 2022/04/15 Intelligent structural condition assessment of existing steel railway bridges
Ref. 2021.09571.CBM
Master Student Fellow
Associação para a Inovação e Desenvolvimento da FCT, Portugal
Ongoing
Outputs

Publications

Conference abstract
  1. Guedes, António; Ribeiro, Diogo; Montenegro, P. A.; Meixedo, Andreia. Corresponding author: Guedes, António. "Deteção de Dano em Rodas de Veículos Ferroviários Baseada em Técnicas de Inteligência Artificial". Paper presented in 2º SIMPÓSIO ENGENHARIA CIVIL 2SEC2023, Lisboa, 2023.
    Published
  2. Jorge, Tomás; Magalhães, Jorge; Silva, Rúben; Guedes, António; Ribeiro, Diogo; Meixedo, Andreia; Mosleh, Araliya; Vale, Cecilia; Montenegro, Pedro. "A deep autoencoder approach for OOR damage wheels identification in a railway freight vehicle". Paper presented in VBE2023 - 1st International Conference on Vehicle Body Engineering, 2023.
Conference paper
  1. A. Guedes; R. Silva; V. Gon¿alves; F. Manso; A. Meixedo; P.A. Montenegro; J.T. Fernandes. "Assessment of Safety Against Derailment using Simulations and the Simplified Method of EN 14363 Standard". 2024.
    10.4203/ccc.7.11.10
  2. Guedes, António; Silva, Ruben; Ribeiro, Diogo; Montenegro, P. A.; Mosleh, A.; Meixedo, Andreia; Vale, Cecília. Corresponding author: Guedes, António. "Detection Of Wheel Polygonization In Railway Vehicle’s Based On Dynamic Responses Of The Track Induced By The Vehicle". Paper presented in EURODYN2023, Delft, 2023.
    In press
  3. Silva, Ruben; Guedes, António; Ribeiro, Diogo; Montenegro, P. A.; Mosleh, A.; Meixedo, Andreia; Vale, Cecília. Corresponding author: Silva, Ruben. "Early detection of unbalanced freight traffic loads based on wayside monitoring systems and artificial intelligence". Paper presented in EURODYN2023, Delft, 2023.
    In press
  4. Vale, Cecília; Ribeiro, Diogo; Mosleh, A.; Montenegro, P. A.; Meixedo, Andreia; Marreiros, Goreti; Meira, Jorge; et al. Corresponding author: Vale, Cecília. "WAYSIDE MONITORING SYSTEM FOR SAFE RAIL TRANSPORTATION – THE WAY4SAFERAIL PROJECT". Paper presented in Conference on Railway Excellence, CORE2023., Melbourne, 2023.
    Published
  5. Ribeiro, Diogo; Silva, Ruben; Guedes, António; Vale, Cecília; Mosleh, Araliya; Montenegro, Pedro; Meixedo, Andreia. "Clustering-based classification of unbalanced freight traffic loads based on wayside monitoring". Paper presented in Conference on Railway Excellence (CORE 2023), 2023.
    Published
  6. Silva, Ruben; Bragança, Cássio; Guedes, António; Ribeiro, Diogo; Meixedo, Andreia; Mosleh, Araliya; Vale, Cecilia; et al. "AI-Driven Methodology for Early Detection of Unbalanced Loads in Freight Railway Vehicles using a Wayside System". Paper presented in XLIV Ibero-Latin American Congress on Computational Methods in Engineering (CILAMCE 2023), 2023.
    Published
  7. Magalhães, Jorge; Jorge, Tomás; Guedes, António; Silva, Ruben; Ribeiro, Diogo; Meixedo, Andreia; Mosleh, Araliya; et al. "Application of a Sparse Autoencoder model for OOR damage wheels identification in a passenger train using wayside track responses". Paper presented in XLIV Ibero-Latin American Congress on Computational Methods in Engineering (CILAMCE 2023), 2023.
    Published
  8. Jorge, Tomás; Magalhães, Jorge; Silva, Ruben; Guedes, António; Ribeiro, Diogo; Meixedo, Andreia; Mosleh, Araliya; et al. "Out-Of-Roundness Damage Wheels Identification in a Freight Railway Vehicle using a Stacked Sparse Autoencoder". Paper presented in XLIV Ibero-Latin American Congress on Computational Methods in Engineering (CILAMCE 2023), 2023.
    Published
  9. Guedes, António; Silva, Ruben; Jorge, Tomás; Magalhães, Jorge; Ribeiro, Diogo; Meixedo, Andreia; Mosleh, Araliya; Vale, Cecilia; Montenegro, Pedro. "Clustering-based classification of polygonal wheels in freight trains based on wayside monitoring". Paper presented in XLIV Ibero-Latin American Congress on Computational Methods in Engineering (CILAMCE 2023), 2023.
    Published
  10. Vale, Cecília; Ribeiro, Diogo; Mosleh, A.; Montenegro, P. A.; Silva, Ruben; Guedes, António; Mohammadi, Mohammadreza; et al. Corresponding author: Vale, Cecília. "Simulation of wheel defects and train unbalanced loads for smart detection based on wayside monitoring systems". Paper presented in XLIII CILAMCE 2022, Foz do Iguaçu, 2022.
    Published
Edited book
  1. Cecília Vale; Ribeiro, Diogo; Meixedo, Andreia; Mosleh, A.; Montenegro, Pedro; Silva, Rúben; Lurdes Simões, Maria; Guedes, António; Reza, Mohammad, ed. Data-driven damage detection in railway systems. Portugal. 2023.
    Published
Journal article
  1. Magalhães, Jorge; Jorge, Tomás; Guedes, António; Silva, Rúben; Meixedo, Andreia; Ribeiro, Diogo. "Machine learning methodology based on relative wavelet energy for identification of multiple out-of-round railway wheels". Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit (2025): https://doi.org/10.1177/09544097251338429.
    10.1177/09544097251338429
  2. Renato Melo; Rafaelle Finotti; António Guedes; Vítor Gonçalves; Andreia Meixedo; Diogo Ribeiro; Flávio Barbosa; Alexandre Cury. "Out-of-Roundness Wheel Damage Identification in Railway Vehicles Using AutoEncoder Models". Applied Sciences (2025): https://doi.org/10.3390/app15052662.
    10.3390/app15052662
  3. Magalhães, Jorge; Jorge, Tomás; Guedes, António; Silva, Ruben; Ribeiro, Diogo; Meixedo, Andreia; Mosleh, A.; et al. Corresponding author: Magalhães, Jorge. "A strategy for out-of-roundness damage wheels identification in railway vehicles based on sparse autoencoders". Railway Engineering Science (2024):
    Accepted
  4. Guedes, António; Rúben Silva; Diogo Ribeiro; Jorge Magalhães; Tomás Jorge; Cecília Vale; Andreia Meixedo; Araliya Mosleh; Pedro Montenegro. Corresponding author: Guedes, António. "Clustering-Based Classification of Polygonal Wheels in a Railway Freight Vehicle Using a Wayside System". Applied Sciences (2024): https://doi.org/10.3390/app14093650.
    10.3390/app14093650
  5. Jorge, Tomás; Magalhães, Jorge; Silva, Ruben; Guedes, António; Ribeiro, Diogo; Vale, Cecília; Meixedo, Andreia; et al. Corresponding author: Jorge, Tomás. "Early identification of out-of-roundness damage wheels in railway freight vehicles using a wayside system and a stacked sparse autoencoder". Vehicle System Dynamics (2024): 1-26. https://doi.org/10.1080/00423114.2024.2333771.
    Published • 10.1080/00423114.2024.2333771
  6. Guedes, António; Silva, Ruben; Ribeiro, Diogo; Vale, Cecília; Mosleh, A.; Montenegro, P. A.; Meixedo, Andreia. Corresponding author: Guedes, António. "Detection of Wheel Polygonization Based on Wayside Monitoring and Artificial Intelligence". Sensors 23 4 (2023): 2188. http://dx.doi.org/10.3390/s23042188.
    Published • 10.3390/s23042188
  7. Silva, Ruben; Guedes, António; Ribeiro, Diogo; Vale, Cecília; Meixedo, Andreia; Mosleh, A.; Montenegro, P. A.. Corresponding author: Silva, Ruben. "Early Identification of Unbalanced Freight Traffic Loads Based on Wayside Monitoring and Artificial Intelligence". Sensors 23 3 (2023): 1544. http://dx.doi.org/10.3390/s23031544.
    Published • 10.3390/s23031544
Thesis / Dissertation
  1. "Deteção e identificação de dano em rodas de veículos ferroviários baseada na resposta dinâmica induzida pelo veículo na via". Master, Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, 2022. http://hdl.handle.net/10400.22/21326.
Activities

Event participation

Activity description
Type of event 		Event name
Institution / Organization
2023/02/27 - 2023/03/01 Railway track: components, geometry and assessment of geometrical quality. Rolling stock: components, dynamic characteristics. Characterisation of the most frequent damages. Monitoring systems (track-side, on-board). Vehicle-track dynamic interaction. Vehicle-track dynamic interaction: applications. Methodology for damage detection. Case studies.
Workshop
 Data-driven damage detection in railway systems
Universidade do Porto Faculdade de Engenharia, Portugal

Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal