A Review of Innovations, Challenges, and Future Directions in Structural Health Monitoring Using Smart Materials
J. Environ. Nanotechnol., Volume 14, No 1 (2025) pp. 464-478
Abstract
Structural Health Monitoring (SHM) protects and extends the structure's lifespan. This review consolidates recent developments in SHM technologies and methods, emphasizing key advancements while pinpointing ongoing research challenges. We examine more than 130 studies, highlighting advancements in sensor technologies, including vibration sensors, fiber optics, piezoelectric transducers, and wireless networks. These technologies have been effectively applied across aerospace, civil, and mechanical engineering domains. Despite significant progress, challenges persist in integrating machine learning (M.L) and deep learning (D.L) for improved Structural assessment, managing large datasets, validating sensor reliability, and mitigating the effects of environmental factors on sensor performance. Although advancements have been made, there remains a significant gap in research focusing on SHM for timber structures, heritage buildings, and agricultural infrastructure. Additionally, optimizing sensor placement and developing robust multi-sensor approaches are critical areas needing further exploration. Standardizing SHM protocols and incorporating emerging technologies into comprehensive frameworks are essential for advancing the field. This analysis offers a comprehensive overview of the current status of SHM research, pinpoints crucial shortcomings, and proposes avenues for further investigation. Filling these voids will enable the creation of more efficient and dependable Structural Health Monitoring (SHM) systems, thereby enhancing the safety and durability of infrastructure globally.
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Reference
AlHamaydeh, M. and Ghazal, A. N., Structural Health Monitoring Techniques and Technologies for Large-Scale Structures: Challenges, Limitations, and Recommendations, Pract. Period Struct. Des. Constr., 27(3), 03122004(2022).
https://doi.org/10.1061/(ASCE)SC.1943-5576.0000703
Alokita, S., Rahul, V., Jayakrishna, K., Kar, V. R., Rajesh, M., Thirumalini, S. and Manikan-dan, M., Recent advances and trends in structural health monitoring, fibre-reinforced composites and hybrid composites, Struct. Health Monit. Biocomposites, 53-73(2019).
https://doi.org/10.1016/B978-0-08-102291-7.00004-6
Annamdas, V. G. M., Bhalla, S. and Soh C.K., Applications of structural health monitoring technology in Asia, Struct. Health Monit., 16(3), 324-346 (2016).
https://doi.org/10.1177/1475921716653278
Azhar, A. S., Kudus, S. A., Jamadin, A., Mustaffa, N. K. and Sugiura, K., Recent vibra-tion-based structural health monitoring on steel bridges: Systematic literature review, Ain Shams Eng. J., 15(3), 102501 (2024).
https://doi.org/10.1016/j.asej.2023.102501
Bado, M. F. and Casas, J. R., A Review of Recent Distributed Optical Fiber Sensors Applications for Civil Engineering Structural Health Monitoring, Sens., 21(5), 1818(2021).
https://doi.org/10.3390/s21051818
Balageas, D., Claus, P. F. and Guemes, A., eds. John Wiley and Sons, Structural Health Monitoring, John Wiley & Sons, Vol 90, (2010).
Balaji, R. and Sasikumar, M., Structural Health Monitoring (SHM) System for Polymer Composites: A Review, Indian J. of Sci. Technol., 9(41), 1-12(2016).
https://doi.org/10.17485/ijst/2016/v9i41/85832
Bao, Y., Chen, Z., Wei, S., Xu, Y., Tang, Z. and Li, H., The state of the art of data sci-ence and engineering in structural health monitoring, Eng., 5(2), 234-242(2019).
https://doi.org/10.1016/j.eng.2018.11.027
Barbosh, M., Singh, P. and Sadhu, A., Empirical mode decomposition and its vari-ants: A review with applications in structural health monitoring, Smart Mater. Struct., 29(9), 093001 (2020).
https://doi.org/10.1088/1361-665X/aba539
Barke, D. and Chiu, W. K., Structural Health Monitoring in the Railway Industry: A Review, Struct. Health Monit., 4(1), 81–93(2005).
https://doi.org/10.1177/1475921705049764
Brownjohn, J. M. W., Structural health monitoring of civil infrastructure, Phil. Trans R. Soc. A., 365(1851), 589–622(2007).
https://doi.org/10.1098/rsta.2006.1925
Chang, P. C., Flatau, A. and Liu, S. C., Health monitoring of civil infrastructure, Struct. Health Monit., 2(3), 257-267 (2003).
https://doi.org/10.1177/1475921703036169
Chen, B., Zhao, S. and Li, P., Application of Hilbert‐Huang Transform in Structural Health Monitoring: A State‐of‐the‐Art Review, Math. Probl. Eng., 2014(1), 1-22(2014).
https://doi.org/10.1155/2014/317954
Chen, H. P. and Ni, Y., Structural Health Monitoring of Large Civil Engineering Structures, 1st Ed., Wiley, (2018).
https://doi.org/10.1002/9781119166641
Ciang, C. C., Lee, J. R. and Bang, H. J., Structural health monitoring for a wind turbine system: a review of damage detection methods, Meas. Sci.Technol., 19(12), 1-20(2008).
https://doi.org/10.1088/0957-0233/19/12/122001
Civera, M. and Surace, C., Non-Destructive Techniques for the Condition and Structural Health Monitoring of Wind Turbines: A Literature Review of the Last 20 Years, Sens., 22(4), 1-52(2022).
https://doi.org/10.3390/s22041627
Das, S., Saha, P. and Patro, S. K., Vibration-based damage detection techniques used for health monitoring of structures: a review, J. Civ. Struct. Health Monit., 6(3), 477–507(2016).
https://doi.org/10.1007/s13349-016-0168-5
David, W. O., Amafabia, D., Haritos, G. and Montalvao, D., A review of structural health monitoring techniques as applied to composite structures, Struct. Durability Health Monit., 11(2), 91-147(2017).
https://doi.org/10.3970/sdhm.2017.011.091
Diamanti, K. and Soutis, C., Structural health monitoring techniques for aircraft composite structures, Prog. Aerosp. Sci., 46(8), 342–352(2010).
https://doi.org/10.1016/j.paerosci.2010.05.001
Ding, Y., Ren, P., Zhao, H. and Miao, C. Q., Structural health monitoring of a high-speed railway bridge: five years review and lessons learned, Smart Struct. Syst., 21(5), 695-703(2018).
https://doi.org/10.12989/sss.2018.21.5.695
Di-Sante, R., Fibre optic sensors for structural health monitoring of aircraft composite structures: Recent advances and applications, Sensors, 15(8), pp.18666-18713 (2015).
https://doi.org/10.3390/s150818666
Doebling, S. W., Farrar, C. R., Prime, M. B. and Shevitz, D. W., Damage identification and health monitoring of structural and mechanical systems from changes in their vibration characteristics, A literature review, Los Alamos National Laboratory, (1996).
https://doi.org/10.2172/249299
Dong, C. Z. and Catbas, F. N., A review of computer vision–based structural health monitoring at local and global levels, Struct. Health Monit., 20(2), 692–743(2021).
https://doi.org/10.1177/1475921720935585
Farrar, C. R. and Lieven, N. A., Damage prognosis: the future of structural health moni-toring, Phy. Eng. Sci., 365(1851), 623-632(2007).
https://doi.org/10.1098/rsta.2006.1927
Farrar, C. R. and Worden, K., An introduction to structural health monitoring, Phil. Trans. R. Soc. A., 365(1851), 303–315(2007).
https://doi.org/10.1098/rsta.2006.1928
Farrar, C. R., Park, G., Allen, D. W. and Todd, M. D., Sensor network paradigms for structural health monitoring, Structural Control and Health Monitoring, 13(1), 210-225(2006).
http://dx.doi.org/10.1002/stc.125
Ferreira, P. M., Machado, M. A., Carvalho, M. S. and Vidal, C., Embedded Sensors for Structural Health Monitoring: Methodologies and Applications Review, Sens., 22(21), 8320(2022).
https://doi.org/10.3390/s22218320
Flah, M., Nunez, I., Ben. C. W. and Nehdi, M. L., Machine Learning Algorithms in Civil Structural Health Monitoring: A Systematic Review, Arch. Comput. Methods Eng., 28(4), 2621–2643(2021).
https://doi.org/10.1007/s11831-020-09471-9
Gharehbaghi, V. R., Noroozinejad, F. E., Noori, M., Yang, T. Y., Li, S., Nguyen, A., Má-laga-Chuquitaype, C., Gardoni, P. and Mirjalili, S., A critical review on structural health monitoring: Definitions, methods, and perspectives, Arch. Comput. Methods Eng., 29(4), 2209-2235 (2022).
https://doi.org/10.1007/s11831-021-09665-9
Giurgiutiu, V., Structural health monitoring of aerospace composites, Academic Press, (2015).
https://doi.org/10.1016/C2012-0-07213-4
Gomez, C. A. and Escamilla, A. P. J., Review of Machine-Learning Techniques Applied to Structural Health Monitoring Systems for Building and Bridge Structures, Appl. Sci., 12(21), 10754(2022).
https://doi.org/10.3390/app122110754
Gopinath, V. K. and Ramadoss, R., Review on structural health monitoring for restora-tion of heritage buildings, Mater. Today Proc., 43, 1534-1538(2021).
https://doi.org/10.1016/j.matpr.2020.09.318
Gordan, M., Sabbagh, Y. S. R., Ismail, Z., Ghaedi, K., Carroll, P., McCrum, D. and Samali, B., State-of-the-art review on advancements of data mining in structural health monitoring, Meas., 193, 110939(2022).
https://doi.org/10.1016/j.measurement.2022.110939
Goyal, D. and Pabla, B. S., The Vibration Monitoring Methods and Signal Processing Techniques for Structural Health Monitoring: A Review, Arch. Comput. Methods Eng., 23(4), 585–594(2016).
https://doi.org/10.1007/s11831-015-9145-0
Guemes, A., Fernandez-Lopez, A., Pozo, A. R. and Sierra-Pérez, J., Structural Health Monitoring for Advanced Composite Structures: A Review, J. Compos. Sci., 4(1), 13(2020).
https://doi.org/10.3390/jcs4010013
Gunes, B. and Gunes, O., Structural health monitoring and damage assessment Part I: A critical review of approaches and methods. Int. J. Phy. Sci., 8(34), 1694-1702(2013).
https://doi.org/10.5897/IJPS11.1327
Guo, H., Xiao, G., Mrad, N. and Yao, J., Fiber Optic Sensors for Structural Health Monitoring of Air Platforms, Sens., 11(4), 3687–3705(2011).
https://doi.org/10.3390/s110403687
Hassani, S. and Dackermann, U., A Systematic Review of Advanced Sensor Technologies for Non-Destructive Test. Struct. Health Monit. Sens., 23(4), 2204(2023).
https://doi.org/10.3390/s23042204
Hassani, S., Mousavi, M. and Gandomi, A. H., Structural Health Monitoring in Composite Structures: A Comprehensive Review, Sens., 22(1), 153(2021).
https://doi.org/10.3390/s22010153
He, Z., Li, W., Salehi, H., Zhang, H., Zhou, H. and Jiao, P., Integrated structural health monitoring in bridge engineering, Auto. Constr., 136, 104168(2022).
https://doi.org/10.1016/j.autcon.2022.104168
Im, S. B., Hurlebaus, S. and Kang, Y. J., Summary Review of GPS Technology for Structural Health Monitoring, J. Struct. Eng., 139(10), 1653–1664(2013).
https://doi.org/10.1061/(ASCE)ST.1943-541X.0000475
Jiao, P., Egbe, K. J. I., Xie, Y., Matin Nazar, A. and Alavi, A. H., Piezoelectric Sensing Techniques in Structural Health Monitoring: A State-of-the-Art Review, Sens., 20(13), 3730(2020).
https://doi.org/10.3390/s20133730
Kot, P., Muradov, M., Gkantou, M., Kamaris, G. S., Hashim, K. and Yeboah, D., Recent advancements in non-destructive testing techniques for structural health monitoring, Appl. Sci., 11(6), 2750 (2021).
https://doi.org/10.3390/app11062750
Kralovec, C. and Schagerl, M., Review of Structural Health Monitoring Methods Regarding a Multi-Sensor Approach for Damage Assessment of Metal and Composite Structures, Sens., 20(3), 826(2020).
https://doi.org/10.3390/s20030826
Li, H. N., Ren, L., Jia, Z. G., Yi, T. H. and Li, D. S., State-of-the-art in structural health monitoring of large and complex civil infrastructures, J. Civ. Struct. Health Monit., 6, 3-16(2016).
https://doi.org/10.1007/s13349-015-0108-9
Li, H. N., Yi, T. H., Ren, L., Li, D. S. and Huo, L. S., Reviews on innovations and applica-tions in structural health monitoring for infrastructures, Struct. Monit. Maint., 1(1), 1-45 (2014).
https://doi.org/10.12989/smm.2014.1.1.001
Li, Hoa. and Ou, J., The state of the art in structural health monitoring of cable-stayed bridges. J. Civ. Struct. Health Monit., 6, 43-67(2016).
https://doi.org/10.1007/s13349-015-0115-x
Li, J. and Ou, H., Structural health monitoring in mainland China: review and future trends. Struct. health monit., 9(3), 219-231(2010).
https://doi.org/10.1177/1475921710365269
Liu, Y. and Nayak, S., Structural Health Monitoring: State of the Art and Perspectives, J. Oper. Manage., 64(7), 789–792(2012).
https://doi.org/10.1007/s11837-012-0370-9
Lynch, J. P. and Loh, K. J., A Summary Review of Wireless Sensors and Sensor Networks for Structural Health Monitoring, Shock Vib. Dig., 38(2), 91–128(2006).
https://doi.org/10.1177/0583102406061499
Lynch, J. P., An overview of wireless structural health monitoring for civil structures, Phil. Tran. R. Soc. A., 365(1851), 345–372(2007).
https://doi.org/10.1098/rsta.2006.1932
Lynch, J. P., Farrar, C. R. and Michaels, J. E., Structural health monitoring: technologi-cal advances to practical implementations scanning the issue, Proceedings of the Inst. Electr. Electr. Eng.., 104(8), 1508-1512(2016).
https://doi.org/10.1109/JPROC.2016.2588818
Malekloo, A., Ozer, E., AlHamaydeh, M. and Girolami, M., Machine learning and structural health monitoring overview with emerging technology and high-dimensional data source highlights, Struct. Health Monit., 21(4), 1906–1955(2022).
https://doi.org/10.1177/14759217211036880
Maraveas, C. and Bartzanas, T., Sensors for Structural Health Monitoring of Agricultural Structures, Sens., 21(1), 314(2021).
https://doi.org/10.3390/s21010314
Martinez, L. M., Kolios, A. and Wang, L., Structural health monitoring of offshore wind turbines: A review through the Statistical Pattern Recognition Paradigm, Renewable Sustainable Energy Rev., 64,91–105(2016).
https://doi.org/10.1016/j.rser.2016.05.085
Mesquita, E., Antunes, P., Coelho, F., Andre, P., Arede, A. and Varum, H., Global overview on advances in structural health monitoring platforms, J. Civ. Struct. Health Monit., 6(3), 461–475(2016).
https://doi.org/10.1007/s13349-016-0184-5
Metaxa, S., Kalkanis, K., Psomopoulos, C. S., Kaminaris, S. D. and Ioannidis, G., A review of structural health monitoring methods for composite materials, Procedia Struct. Integr., 22, 369-375(2019).
http://dx.doi.org/10.1016/j.prostr.2020.01.046
Mishra, M., Lourenço, P. B. and Ramana, G. V., Structural health monitoring of civil engineering structures by using the internet of things: A review, J. Build. Eng., 48, 103954(2022).
https://doi.org/10.1016/j.jobe.2021.103954
Montalvao, D., A Review of Vibration-based Structural Health Monitoring with Special Emphasis on Composite Materials, Shock Vib. Dig., 38(4), 295–324(2006).
https://doi.org/10.1177/0583102406065898
Moreno, G. A., Perez, R. C. A., Dominguez, G. A., Valtierra, R. M., Chavez, A. O. and Amezquita, S. J. P., Archives of Computational Methods in Engineering, Sens. Struct. Health Monit., 25, 901-918(2018).
https://doi.org/10.3390/s20030733
Mukhopadhyay, S. C. and Ihara, I., Sensors and technologies for structural health monitoring: a review. New developments in sensing technology for structural health monitoring, 1-14(2011).
https://doi.org/10.1007/978-3-642-21099-0_1
Na, W. S. and Baek, J., A Review of the Piezoelectric Electromechanical Impedance Based Structural Health Monitoring Technique for Engineering Structures, Sens., 18(5), 1307(2018).
https://doi.org/10.3390/s18051307
Ostachowicz, W., Soman, R. and Malinowski, P., Optimization of sensor placement for structural health monitoring: a review, Struct. Health Monit., 18(3), 963–988(2019).
https://doi.org/10.1177/1475921719825601
Ou, J. and Li, H., Structural health monitoring in mainland China: review and future trends, Struct. Health Monit., 9(3), 219-231(2010).
https://doi.org/10.1177/1475921710365269
Pallares, F. J., Betti, M., Bartoli, G. and Pallares, L., Structural health monitoring (SHM) and Nondestructive testing (NDT) of slender masonry structures: A practical review, Constr. Build. Mater., 297, 123768(2021).
https://doi.org/10.1016/j.conbuildmat.2021.123768
Palma, P. and Steiger, R., Structural health monitoring of timber structures – Review of available methods and case studies, Constr. Build. Mater., 248, 118528(2020).
https://doi.org/10.1016/j.conbuildmat.2020.118528
Park, G., Rosing, T., Todd, M. D., Farrar, C. R. and Hodgkiss, W., Energy harvesting for structural health monitoring sensor networks, J. Infrastruct. Syst., 14(1), 64-79(2008).
https://doi.org/10.1061/(ASCE)10760342(2008)14:1(64)
Pines, D. and Aktan, A. E., Status of structural health monitoring of long‐span bridges in the United States. Prog. Struct. Eng. Mater., 4(4), 372-380(2002).
https://doi.org/10.1002/pse.129
Ricci, F., Monaco, E., Boffa, N. D., Maio, L. and Memmolo, V., Guided waves for structural health monitoring in composites: A review and implementation strategies, Prog. Aerosp. Sci, 129, 100790(2022).
https://doi.org/10.1016/j.paerosci.2021.100790
Riggio, M. and Dilmaghani, M., Structural health monitoring of timber buildings: a literature survey, Build. Res. Inf., 48(8), 817–837(2020).
https://doi.org/10.1080/09613218.2019.1681253
Rocha, H., Semprimoschnig, C. and Nunes, J. P., Sensors for process and structural health monitoring of aerospace composites: A review, Eng. Struct., 237, 112231(2021).
https://doi.org/10.1016/j.engstruct.2021.112231
Rosso, M. M., Cucuzza, R., Marano, G. C., Aloisio, A. and Cirrincione, G., Review on deep learning in structural health monitoring,. In: Bridge Safety, Maintenance, Management, Life-Cycle, Resilience and Sustainability, London, Chem. Rubber Company Press, 1, 309–315 (2022).
https://doi.org/10.1201/9781003322641-34
Seo, J., Hu, J. W. and Lee, J., Summary Review of Structural Health Monitoring Applications for Highway Bridges, J. Perform Constr Facil, 30(4), 04015072(2016).
https://doi.org/10.1061/(ASCE)CF.1943-5509.0000824
Shen, N., Chen, L., Liu, J., Wang, L., Tao, T., Wu, D. and Chen, R., A Review of Global Navigation Satellite System (GNSS)-Based Dynamic Monitoring Technologies for Structural Health Monitoring, Remote Sens., 11(9), 1001(2019).
https://doi.org/10.3390/rs11091001
Singh, T. and Sehgal, S., Structural health monitoring of composite materials, Arch. Comput. Methods Eng., 29(4), 1997-2017(2002).
https://doi.org/10.1007/s11831-021-09666-8
Sofi, A., Jane Regita, J., Rane, B. and Lau, H. H., Structural health monitoring using wireless smart sensor network – An overview, Mech. Syst. Signal Proces., 163108113(2022).
https://doi.org/10.1016/j.ymssp.2021.108113
Sohn, H., Effects of environmental and operational variability on structural health monitoring. Philosophical Transactions of the Royal Society A Mathematical, Phy. Eng. Sci., 365(1851), 539-560(2007).
https://doi.org/10.1098/rsta.2006.1935
Sohn, H., Farrar, C. R., Hemez, F. M. and Czarnecki, J. J., A Review of Structural Health Review of Structural Health Monitoring Literature 1996-2001, Los Alamos National Laboratory (2002).
Sohn, H., Farrar, C. R., Hemez, F. M., Shunk, D. D., Stinemates, D. W., Nadler, B. R. and Czar-necki, J. J., A review of structural health monitoring literature: 1996–2001, Los Alamos Natl. Lab., 1, 16(2003).
Sony, S., Laventure, S. and Sadhu, A., A literature review of next-generation smart sensing technology in structural health monitoring, Struct Control Health Monit., 26(3), e2321(2019).
https://doi.org/10.1002/stc.2321
Sun, M., Staszewski, W. J. and Swamy, R. N., Smart Sensing Technologies for Structural Health Monitoring of Civil Engineering Structures, Adv. Civ. Eng., 201, 01–13(2010).
https://doi.org/10.1155/2010/724962
Sundravel, K. V., Jagatheeshwaran, S., Dineshkumar, P. and Parthasarathi, C., Experi-mental investigation on strength and durability of self-healing concrete using bacteria, Mater. Today: Proc., (2023).
https://doi.org/10.1016/j.matpr.2023.04.652
Tan, Y. and Zhang, L., Computational methodologies for optimal sensor placement in structural health monitoring: A review, Struct. Health Monit., 19(4), 1287–1308(2020).
https://doi.org/10.1177/1475921719877579
Tibaduiza B. D. A., Gomez, V. R. C., Pedraza, C., Agis, D. and Pozo, F., Damage Identification in Structural Health Monitoring: A Brief Review from its Implementation to the Use of Data-Driven Applications, Sens., 20(3), 733(2020).
https://doi.org/10.3390/s20030733
Toh, G. and Park, J., Review of Vibration-Based Structural Health Monitoring Using Deep Learning, Appl. Sci., 10(5), 1680(2020).
https://doi.org/10.3390/app10051680
Tokognon, C.A., Gao, B., Tian, G.Y. and Yan, Y., Structural health monitoring frame-work based on Internet of Things: A survey, Inst. Electr. Electron. Eng. Internet Things J., 4(3), 619-635(2017).
https://doi.org/10.1109/JIOT.2017.2664072
Vagnoli, M., Remenyte-Prescott, R. and Andrews, J., Railway bridge structural health monitoring and fault detection: State-of-the-art methods and future challenges, Struct. Health Monit., 17(4), 971–1007(2018).
https://doi.org/10.1177/1475921717721137
Vijayasundravel, K., Ramesh, S. and Jegatheeswaran, D., Strengthening of RC Short Col-umn with Partial Replacement of Bacillus Bacteriain Cement, Int. Res. J. Multi Technovation, 1, 362-372 (2019).
https://doi.org/10.34256/irjmtcon48
Wang, F. and Chan, T., Review of vibration-based damage detection and condition assessment of bridge structures using structural health monitoring. In Proceedings of the Second Infrastructure Theme Postgraduate Conference: Rethinking Sustainable Development-Planning, Infrastructure Engineering, Design and Managing Urban Infrastructure, Queensland University of Technology, 35-47(2009).
https://doi.org/10.4018/978-1-61692-022-7.ch016
Wang, X., Zhao, Q., Xi, R., Li, C., Li, G. and Li, L., Review of Bridge Structural Health Monitoring Based on GNSS: From Displacement Monitoring to Dynamic Characteristic Identification, Inst. Electr. Electron. Eng., 9, 80043–80065(2021).
https://doi.org/10.1109/ACCESS.2021.3083749
Warsi, Z. H., Irshad, S. M., Khan, F., Shahbaz, M. A., Junaid, M. and Amin, S. U., Sensors for Structural Health Monitoring: A Review, In: 2019 Second International Conference on Latest trends in Electrical Engineering and Computing Technologies Karachi, Pakistan, Inst Electr. Electron. Eng., 1–6 (2019).
https://doi.org/10.1109/INTELLECT47034.2019.8955453
Willberg, C., Duczek, S., Vivar-Perez, J. M. and Ahmad, Z.A.B., Simulation Methods for Guided Wave-Based Structural Health Monitoring: A Review, 67(1), 010803(2015).
https://doi.org/10.1115/1.4029539
Worden, K. and Manson, G., The application of machine learning to structural health monitoring, Phil. Trans R. Soc. A., 365(1851), 515–537(2007).
https://doi.org/10.1098/rsta.2006.1938
Worden, K., Farrar, C. R., Haywood, J. and Todd, M., A review of nonlinear dynamics applications to structural health monitoring, Struct. Control Health Monit., 15(4), 540–567(2008).
https://doi.org/10.1002/stc.215
Wu, R. T. and Jahanshahi, M. R., Data fusion approaches for structural health monitor-ing and system identification: Past, present, and future. Struct. Health Monit., 19(2), 552-586(2020).
https://doi.org/10.1177/1475921718798769
WU, Z., XU, B. and HARADA, T., Review on structural health monitoring for infrastructure, J. Appl, Mech., 6, 1043-1054(2003).
Yang, Y., Zhang, Y. and Tan, X., Review on Vibration-Based Structural Health Monitoring Techniques and Technical Codes, Symmetry, 13(11), 1998(2021).
