Structural assessment based on vibration measurement test combined with an artificial neural network for the steel truss bridge

Article

Tran, M., Sousa, H., Ngo, T., Nguyen, B., Nguyen, Q., Nguyen, H., Baron, E., Matos, J. and Dang, S. 2023. Structural assessment based on vibration measurement test combined with an artificial neural network for the steel truss bridge. Applied Sciences. 13 (13), p. 7484. https://doi.org/10.3390/app13137484
TypeArticle
TitleStructural assessment based on vibration measurement test combined with an artificial neural network for the steel truss bridge
AuthorsTran, M., Sousa, H., Ngo, T., Nguyen, B., Nguyen, Q., Nguyen, H., Baron, E., Matos, J. and Dang, S.
Abstract

Damage assessment is one of the most crucial issues for bridge engineers during the operational and maintenance phase, especially for existing steel bridges. Among several methodologies, the vibration measurement test is a typical approach, in which the natural frequency variation of the structure is monitored to detect the existence of damage. However, locating and quantifying the damage is still a big challenge for this method, due to the required human resources and logistics involved. In this regard, an artificial intelligence (AI)-based approach seems to be a potential way of overcoming such obstacles. This study deployed a comprehensive campaign to determine all the dynamic parameters of a predamaged steel truss bridge structure. Based on the results for mode shape, natural frequency, and damping ratio, a finite element model (FEM) was created and updated. The artificial intelligence network’s input data from the damage cases were then analysed and evaluated. The trained artificial neural network model was curated and evaluated to confirm the approach’s feasibility. During the actual operational stage of the steel truss bridge, this damage assessment system showed good performance, in terms of monitoring the structural behaviour of the bridge under some unexpected accidents.

KeywordsANN; FEM; damage assessment; structural health monitoring; steel truss bridge
Sustainable Development Goals9 Industry, innovation and infrastructure
Middlesex University ThemeCreativity, Culture & Enterprise
PublisherMDPI
JournalApplied Sciences
ISSN
Electronic2076-3417
Publication dates
Online25 Jun 2023
Print25 Jun 2023
Publication process dates
Submitted30 May 2023
Accepted18 Jun 2023
Deposited13 Jan 2025
Output statusPublished
Publisher's version
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File Access Level
Open
Copyright Statement

© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).

Digital Object Identifier (DOI)https://doi.org/10.3390/app13137484
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Vien, Q., Nguyen, H., Barn, B. and Tran, X. 2015. On the perspective transformation for efficient relay placement in wireless multicast networks. IEEE Communications Letters. 19 (2), pp. 275-278. https://doi.org/10.1109/LCOMM.2014.2387163
Distributed space-time-frequency block code for cognitive wireless relay networks
Vien, Q., Stewart, B., Nguyen, H. and Gemikonakli, O. 2014. Distributed space-time-frequency block code for cognitive wireless relay networks. IET Communications. 8 (5), pp. 754-766. https://doi.org/10.1049/iet-com.2013.0374
Cross-layer optimisation for topology design of wireless multicast networks via network coding
Vien, Q., Tu, W., Nguyen, H. and Trestian, R. 2014. Cross-layer optimisation for topology design of wireless multicast networks via network coding. 39th Annual IEEE Conference on Local Computer Networks. https://doi.org/10.1109/LCN.2014.6925818
Performance analysis of cooperative spectrum sensing for cognitive wireless radio networks over Nakagami-m fading channels
Vien, Q., Nguyen, H., Trestian, R., Shah, P. and Gemikonakli, O. 2014. Performance analysis of cooperative spectrum sensing for cognitive wireless radio networks over Nakagami-m fading channels. 2014 IEEE 25th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC). Washington DC, DC, USA 02 - 05 Sep 2014 Institute of Electrical and Electronics Engineers (IEEE). pp. 738-742 https://doi.org/10.1109/PIMRC.2014.7136262
Cross-layer optimisation for topology design of wireless multicast networks via network coding
Vien, Q., Tu, W., Nguyen, H. and Trestian, R. 2014. Cross-layer optimisation for topology design of wireless multicast networks via network coding. 39th IEEE Conference on Local Computer Networks (LCN). Edmonton, Canada 08 - 11 Sep 2014 IEEE. pp. 466-469 https://doi.org/10.1109/LCN.2014.6925818
Resource allocation for HARQ-IR systems with QoS constraints and limited feedback
To, D., Nguyen, H., Vien, Q. and Huang, L. 2014. Resource allocation for HARQ-IR systems with QoS constraints and limited feedback. 2014 IEEE Global Communications Conference. Austin, TX, USA 08 - 12 Dec 2014 IEEE. pp. 4226-4231 https://doi.org/10.1109/GLOCOM.2014.7037471
An efficient hybrid double-threshold based energy detection for cooperative spectrum sensing
Vien, Q., Nguyen, H. and Le-Ngoc, T. 2014. An efficient hybrid double-threshold based energy detection for cooperative spectrum sensing. 27th Biennial Symposium on Communications (QBSC). Kingston, ON, Canada 01 - 04 Jun 2014 IEEE. pp. 42-46 https://doi.org/10.1109/QBSC.2014.6841181
Relay selection for efficient HARQ-IR protocols in relay-assisted multisource multicast networks
Vien, Q., Nguyen, H., Shah, P., Ever, E. and To, D. 2014. Relay selection for efficient HARQ-IR protocols in relay-assisted multisource multicast networks. IEEE 79th Vehicular Technology Conference: VTC2014-Spring. Seoul, Korea (South) 18 - 21 May 2014 IEEE. pp. 1-5 https://doi.org/10.1109/VTCSpring.2014.7023073
An efficient cooperative spectrum sensing under bandwidth constraint with user selection
Vien, Q., Nguyen, H., Gemikonakli, O. and Barn, B. 2014. An efficient cooperative spectrum sensing under bandwidth constraint with user selection. 2014 IEEE 80th Vehicular Technology Conference (VTC2014-Fall). Vancouver, BC, Canada 14 - 17 Sep 2014 IEEE. pp. 1-5 https://doi.org/10.1109/VTCFall.2014.6965868
Network coding-based channel quality indicator reporting for two-way multi-relay networks
Vien, Q. and Nguyen, H. 2014. Network coding-based channel quality indicator reporting for two-way multi-relay networks. Wireless Communications and Mobile Computing. 14 (15), pp. 1471-1483. https://doi.org/10.1002/wcm.2296
Performance analysis of cooperative transmission for cognitive wireless relay networks
Vien, Q., Nguyen, H., Gemikonakli, O. and Barn, B. 2013. Performance analysis of cooperative transmission for cognitive wireless relay networks. 2013 IEEE Global Communications Conference (GLOBECOM). Atlanta, GA, USA 09 - 13 Dec 2013 IEEE. pp. 4186-4191 https://doi.org/10.1109/GLOCOM.2013.6831730
Optimal relay positioning for green wireless network-coded butterfly networks
Vien, Q., Nguyen, H. and Tu, W. 2013. Optimal relay positioning for green wireless network-coded butterfly networks. IEEE 24th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC). London, UK 08 - 11 Sep 2013 IEEE. pp. 286-290 https://doi.org/10.1109/PIMRC.2013.6666147
Cooperative retransmission for wireless regenerative multirelay networks
Vien, Q., Stewart, B., Tianfield, H. and Nguyen, H. 2013. Cooperative retransmission for wireless regenerative multirelay networks. IEEE Transactions on Vehicular Technology. 62 (2), pp. 735-747. https://doi.org/10.1109/TVT.2012.2224393
On the energy efficiency of HARQ-IR protocols for wireless network-coded butterfly networks
Vien, Q., Stewart, B., Choi, J. and Nguyen, H. 2013. On the energy efficiency of HARQ-IR protocols for wireless network-coded butterfly networks. 2013 IEEE Wireless Communications and Networking Conference (WCNC). Shanghai, China 07 - 10 Apr 2013 IEEE. pp. 2559-2564 https://doi.org/10.1109/WCNC.2013.6554964
Efficient cooperative spectrum sensing for three-hop cognitive wireless relay networks
Vien, Q., Stewart, B., Tianfield, H. and Nguyen, H. 2013. Efficient cooperative spectrum sensing for three-hop cognitive wireless relay networks. IET Communications. 7 (2), pp. 119-127. https://doi.org/10.1049/iet-com.2012.0249
An efficient network coded ARQ for multisource multidestination relay networks over mixed flat fading channels
Vien, Q., Stewart, B., Tianfield, H., Nguyen, H. and Choi, J. 2013. An efficient network coded ARQ for multisource multidestination relay networks over mixed flat fading channels. AEÜ - International Journal of Electronics and Communications. 67 (4), pp. 282-288. https://doi.org/10.1016/j.aeue.2012.08.013
Outage probability of regenerative protocols for two-source two-destination networks
Vien, Q., Stewart, B. and Nguyen, H. 2013. Outage probability of regenerative protocols for two-source two-destination networks. Wireless Personal Communications. 69 (4), pp. 1969-1981. https://doi.org/10.1007/s11277-012-0673-8
Network coding-based block acknowledgement scheme for wireless regenerative relay networks
Vien, Q., Nguyen, H., Choi, J., Stewart, B. and Tianfield, H. 2012. Network coding-based block acknowledgement scheme for wireless regenerative relay networks. IET Communications. 6 (16), pp. 2593-2601. https://doi.org/10.1049/iet-com.2011.0681
An efficient retransmission strategy for multi-source multi-destination relay networks over Rayleigh flat fading channels.
Vien, Q., Tianfield, H., Stewart, B., Nguyen, H. and Choi, J. 2011. An efficient retransmission strategy for multi-source multi-destination relay networks over Rayleigh flat fading channels. The 14th International Symposium on Wireless Personal Multimedia Communications (WPMC'11). Brest, France 03 - 06 Oct 2011 IEEE.
Power allocation for multiband coded OFDM systems with limited feedback
To, D., Nguyen, H., Choi, J. and Choi, S. 2011. Power allocation for multiband coded OFDM systems with limited feedback. The 2011 IEEE Vehicular Technology Conference (VTC2011-Fall). San Francisco, US 05 - 08 Sep 2011 IEEE. pp. 1-5 https://doi.org/10.1109/VETECF.2011.6093066
Signal detection for 3GPP LTE downlink: algorithm and implementation.
Nguyen, H. 2011. Signal detection for 3GPP LTE downlink: algorithm and implementation. International Journal on Advances in Telecommunications. 4 (1 & 2), pp. 34-47.
An efficient cooperative retransmission for wireless regenerative relay networks
Vien, Q., Stewart, B., Tianfield, H. and Nguyen, H. 2012. An efficient cooperative retransmission for wireless regenerative relay networks. 2012 IEEE Global Communications Conference (GLOBECOM). Anaheim, CA, USA 03 - 07 Dec 2012 IEEE. pp. 4417-4422 https://doi.org/10.1109/GLOCOM.2012.6503813
CQI reporting strategies for nonregenerative two-way relay networks
Vien, Q. and Nguyen, H. 2012. CQI reporting strategies for nonregenerative two-way relay networks. 2012 IEEE Wireless Communications and Networking Conference. Paris, France 01 - 04 Apr 2012 IEEE. pp. 974-979 https://doi.org/10.1109/WCNC.2012.6214516
Network coding-based block ACK for wireless relay networks.
Vien, Q., Nguyen, H., Choi, J., Stewart, B. and Tianfield, H. 2011. Network coding-based block ACK for wireless relay networks. IEEE. https://doi.org/10.1109/VETECS.2011.5956413
Iterative OFDM receiver with channel estimation and frequency-offset compensation.
Nguyen, H., Choi, J. and Institute of Electrical and Electronics Engineers 2006. Iterative OFDM receiver with channel estimation and frequency-offset compensation. IEEE. https://doi.org/10.1109/ICC.2006.255362
Optimum performance model of ARQ protocol under adaptive modulation scheme.
Li, Y., Nguyen, H., Xing, W. and Institute of Electrical and Electronics Engineers 2008. Optimum performance model of ARQ protocol under adaptive modulation scheme. IEEE. pp. 225-229 https://doi.org/10.1109/ICC.2008.49
Layered groupwise STBC: list-based decoding using flexible length.
Nguyen, H., Choi, J. and Institute of Electrical and Electronics Engineers 2008. Layered groupwise STBC: list-based decoding using flexible length. IEEE. pp. 703-707 https://doi.org/10.1109/ISSSTA.2008.137
An efficient signal detection algorithm for 3GPP LTE downlink.
Nguyen, H. 2010. An efficient signal detection algorithm for 3GPP LTE downlink. Palelogu, C. (ed.) IEEE. pp. 77-81 https://doi.org/10.1109/ICDT.2010.22
Performance bounds for MMSE-based signal detection in LTE downlink
Nguyen, H. 2010. Performance bounds for MMSE-based signal detection in LTE downlink. IEEE.
Network coding-based ARQ retransmission strategies for two-way wireless relay networks.
Vien, Q., Tran, L., Nguyen, H. and Institute of Electrical and Electronics Engineers 2010. Network coding-based ARQ retransmission strategies for two-way wireless relay networks. IEEE. pp. 180-184
Efficient ARQ retransmission schemes for two-way relay networks.
Vien, Q., Tran, L. and Nguyen, H. 2011. Efficient ARQ retransmission schemes for two-way relay networks. Journal of Communication Software and Systems. 7 (1).
Radio-over-fibre to increase effective coverage of motorway access networks.
Xing, W., Li, Y., Nguyen, H. and Zheng, J. 2009. Radio-over-fibre to increase effective coverage of motorway access networks. International Journal of Communication Networks and Distributed Systems. 2 (2/3), pp. 331-351. https://doi.org/10.1504/IJCNDS.2009.022338
Iterative (turbo processing) receiver design of OFDM systems in the presence of carrier frequency offset.
Nguyen, H., Choi, J. and Tianfield, H. 2010. Iterative (turbo processing) receiver design of OFDM systems in the presence of carrier frequency offset. International Transactions on Systems Science and Applications. 6 (1), pp. 82-93.
Multi-group linear turbo equalization with intercell interference cancellation for MC-CDMA cellular systems.
Nguyen, H., Choi, J., Kim, S. and Nam, J. 2010. Multi-group linear turbo equalization with intercell interference cancellation for MC-CDMA cellular systems. Wireless Communications and Mobile Computing. 10 (8), pp. 1102-1112. https://doi.org/10.1002/wcm.825
Reactive service location in IEEE WAVE
Cruz, A., Boutaleb, T., Nguyen, H. and Tianfield, H. 2010. Reactive service location in IEEE WAVE. IEEE. pp. 534-540 https://doi.org/10.1109/WIMOB.2010.5645016
Low complexity SIC-based MIMO detection with list generation in the LR domain
Choi, J. and Nguyen, H. 2009. Low complexity SIC-based MIMO detection with list generation in the LR domain. 2009 IEEE Global Telecommunications Conference. Honolulu, HI, USA 30 Nov - 04 Dec 2009 IEEE. pp. 1-6 https://doi.org/10.1109/GLOCOM.2009.5425477
An efficient space-time coding scheme using list-based decoding
Nguyen, H. 2009. An efficient space-time coding scheme using list-based decoding. Ismail, M., Ali, B. and Hafizal, M. (ed.) 9th Malaysia International Conference on Communications. Kuala Lumpur, Malaysia 15 - 17 Dec 2009 IEEE. pp. 623-628 https://doi.org/10.1109/MICC.2009.5431554
SIC-based detection with list and lattice reduction for MIMO channels
Choi, J. and Nguyen, H. 2009. SIC-based detection with list and lattice reduction for MIMO channels. IEEE Transactions on Vehicular Technology. 58 (7), pp. 3786-3790. https://doi.org/10.1109/TVT.2009.2013472
High-rate groupwise STBC using low-complexity SIC based receiver
Nguyen, H., Choi, J. and Le-Ngoc, T. 2009. High-rate groupwise STBC using low-complexity SIC based receiver. IEEE Transactions on Wireless Communications. 8 (9), pp. 4677-4687. https://doi.org/10.1109/TWC.2009.081115
WiMAX fast-moving access network.
Xing, W., Nguyen, H. and Li, Y. 2008. WiMAX fast-moving access network. IEEE Wireless communication and networking conference (WCNC 2008). Las Vegas, NV, USA 31 Mar - 03 Apr 2008 IEEE. pp. 2663-2668 https://doi.org/10.1109/WCNC.2008.467
Joint design of groupwise STBC and SIC based receiver
Nguyen, H. and Choi, J. 2008. Joint design of groupwise STBC and SIC based receiver. IEEE Communications Letters. 12 (2), pp. 115-117. https://doi.org/10.1109/LCOMM.2008.071613
Iterative detection for MIMO-ISI channels using soft decision feedback
Nguyen, H. and Choi, J. 2007. Iterative detection for MIMO-ISI channels using soft decision feedback. 65th IEEE Vehicular Technology Conference - VCTC2007-Spring. Dublin, Ireland 22 - 25 Apr 2007 IEEE. pp. 2019-2022 https://doi.org/10.1109/VETECS.2007.418
Decision feedback detection for MIMO-ISI channels: design using fixed and adaptive constraints
Nguyen, H. and Choi, J. 2007. Decision feedback detection for MIMO-ISI channels: design using fixed and adaptive constraints. IEEE Transactions on Vehicular Technology. 56 (6), pp. 3931-3937. https://doi.org/10.1109/TVT.2007.901873
Iterative symbol-by-symbol decision feedback detection for MIMO-ISI channels
Nguyen, H. and Choi, J. 2006. Iterative symbol-by-symbol decision feedback detection for MIMO-ISI channels. APCCAS 2006: IEEE Asia Pacific Conference on Circuits and Systems. Singapore 04 - 07 Dec 2006 IEEE. pp. 139-142 https://doi.org/10.1109/APCCAS.2006.342333
Iterative channel estimation and turbo decoding in OFDM systems
Nguyen, H. and Choi, J. 2005. Iterative channel estimation and turbo decoding in OFDM systems. 62nd IEEE Vehicular Technology Conference -VTC-2005-Fall. Dallas, TX, USA 25 - 28 Sep 2005 IEEE. pp. 166-170 https://doi.org/10.1109/VETECF.2005.1557493
On the constrained MMSE decision feedback equalization for MIMO wireless systems
Nguyen, H. and Choi, J. 2005. On the constrained MMSE decision feedback equalization for MIMO wireless systems. 2005 Asia-Pacific Conference on Communications. Perth, WA, Australia 05 - 05 Oct 2005 IEEE. pp. 329-333 https://doi.org/10.1109/APCC.2005.1554074
Reduced-rank adaptive time-domain channel estimation for OFDM systems
Nguyen, H. and Choi, J. 2004. Reduced-rank adaptive time-domain channel estimation for OFDM systems. ICCS 2004: 9th International Conference on Communications Systems. Singapore 07 - 07 Sep 2004 IEEE. pp. 135-139 https://doi.org/10.1109/ICCS.2004.1359354