Acknowledgement
This work was supported by the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIT) (No. NRF-2021R1A5A1032433).
References
- Alemayehu, R.W., Jung, S., Bae, J., Lee, C.H. and Ju, Y.K. (2021), "Tapered reduced deep beam connection for long span steel moment frames", Eng. Struct., 244, 112731. https://doi.org/10.1016/j.engstruct.2021.112731.
- Bae, J., Jang, A., Park, M.J., Lee, J. and Ju, Y.K. (2022), "Assessment of concrete macrocrack depth using infrared thermography", Steel Compos. Struct., 43(4), 501-509. https://doi.org/10.12989/scs.2022.43.4.501.
- Bae, J., Lee, J., Jang, A., Ju, Y.K. and Park, M.J. (2022), "SMART SKY Eye system for preliminary structural safety assessment of buildings using unmanned aerial vehicles", Sensors, 22(7), 2762. https://doi.org/10.3390/s22072762.
- Bouguet, J.Y. (2022), Camera Calibration Toolbox for Matlab (1.0), CaltechDATA. https://doi.org/10.22002/D1.20164.
- Chen, G., Liang, Q., Zhong, W., Gao, X. and Cui, F. (2021), "Homography-based measurement of bridge vibration using UAV and DIC method", Measure., 170, 108683. https://doi.org/10.1016/j.measurement.2020.108683.
- De Moor, B., Van Overschee, P. and Suykens, J. (1991), "Subspace algorithms for system identification and stochastic realization", Proceedings MTNS, Kobe, Japan. Janurary.
- Dong, C.Z. and Catbas, F.N. (2021), "A review of computer vision-based structural health monitoring at local and global levels", Struct. Health Monit., 20(2), 692-743. https://doi.org/10.1177/1475921720935585.
- Dong, C.Z., Celik, O. and Catbas, F.N. (2019), "Marker-free monitoring of the grandstand structures and modal identification using computer vision methods", Struct. Health Monit., 18(5-6), 1491-1509. https://doi.org/10.1177/1475921720935585.
- Garrido-Jurado, S., Munoz-Salinas, R., Madrid-Cuevas, F.J. and Marin-Jimenez, M.J. (2014), "Automatic generation and detection of highly reliable fiducial markers under occlusion", Pattern Recognit., 47(6), 2280-2292. https://doi.org/10.1016/j.patcog.2014.01.005.
- Hallermann, N. and Morgenthal, G. (2013), "Unmanned aerial vehicles (UAV) for the assessment of existing structures", IABSE Symposium Report, 101(14), 1-8. https://doi.org/10.2749/222137813808627172
- Han, Y., Wu, G. and Feng, D. (2022), "Vision-based displacement measurement using an unmanned aerial vehicle", Struct. Control Health Monit., 29(10), e3025. https://doi.org/10.1002/STC.3025.
- In, C.W., Schempp, F., Kim, J.Y. and Jacobs, L.J. (2015), "A fully non-contact, air-coupled ultrasonic measurement of surface breaking cracks in concrete", J. Nondestruct. Eval., 34(1), 272. https://doi.org/10.1007/s10921-014-0272-6.
- Jahanshahi, M.R. and Masri, S.F. (2013), "A new methodology for non-contact accurate crack width measurement through photogrammetry for automated structural safety evaluation", Smart Mater. Struct., 22(3), 035019. https://doi.org/10.1088/0964-1726/22/3/035019.
- Jang, A., Ju, Y.K. and Park, M.J. (2022), "Structural stability evaluation of existing buildings by reverse engineering with 3D laser scanner", Remote Sens., 14(10), 2325. https://doi.org/10.3390/rs14102325.
- Kalal, Z., Mikolajczyk, K. and Matas, J. (2010), "Forward-backward error: Automatic detection of tracking failures", 2010 20th International Conference on Pattern Recognition, Istanbul, Turkey, August.
- Khaloo, A., Lattanzi, D., Cunningham, K., Dell'Andrea, R. and Riley, M. (2018), "Unmanned aerial vehicle inspection of the placer river trail bridge through image-based 3D modelling", Struct. Infrastruct. Eng., 14(1), 124-136. https://doi.org/10.1080/15732479.2017.1330891.
- Khuc, T., Nguyen, T.A., Dao, H. and Catbas, F.N. (2020), "Swaying displacement measurement for structural monitoring using computer vision and an unmanned aerial vehicle", Measure., 159, 107769. https://doi.org/10.1016/j.measurement.2020.107769.
- Liu, D., Xia, X., Chen, J. and Li, S. (2020), "Integrating building information model and augmented reality for drone-based building inspection", J. Comput. Civil Eng., 35(2), 04020073. https://doi.org/10.1061/(ASCE)CP.1943-5487.0000958.
- Mader, D., Blaskow, R., Westfeld, P. and Weller, C. (2016), "Potential of UAV-based laser scanner and multispectral camera data in building inspection", Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci., 41, 1135. https://doi.org/10.5194/isprsarchives-XLI-B1-1135-2016.
- Nasimi, R., Asce, S.M., Moreu, F. and Asce, M. (2021), "Development and implementation of a laser-camera-UAV system to measure total dynamic transverse displacement", J. Eng. Mech., 147(8), 04021045. https://doi.org/10.1061/(ASCE)EM.1943-7889.0001939.
- O'Riordan-Adjah, C.A. and MacKenzie, A.W. (2019), "Investigating unmanned aerial vehicles (UAVs) for vertical structural inspection and analysis", Proceedings of the International Conference on Sustainable Infrastructure 2019, Los Angeles, CA, USA, November.
- OpenCV (2015), Detection of ArUco Markers, Open-Source Computer Vision. https://docs.opencv.org/4.x/d5/dae/tutorial_aruco_detection.html.
- Park, B.J., Lee, Y.J., Park, M.J. and Ju, Y.K. (2018), "Vibration control of a structure by a tuned liquid column damper with embossments", Eng. Struct., 168, 290-299. https://doi.org/10.1016/J.ENGSTRUCT.2018.04.074.
- Park, M.J. and Ju, Y.K. (2022), "Disaster assessment of tall buildings in Korea by K-rapid visual screening system focusing on structural safety", Build., 12(4), 442. https://doi.org/10.3390/buildings12040442.
- Park, M.J., Kim, J., Jeong, S., Jang, A., Bae, J. and Ju, Y.K. (2022), "Machine learning-based concrete crack depth prediction using thermal images taken under daylight conditions", Remote Sens., 14(9), 2151. https://doi.org/10.3390/rs14092151.
- Puente, I., Lindenbergh, R., Van Natijne, A., Esposito, R. and Schipper, R. (2018), "Monitoring of progressive damage in buildings using laser scan data", Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci, 42, 923-929. https://doi.org/10.5194/isprs-archives-XLII-2-923-2018.
- Qin, S., Kang, J. and Wang, Q. (2016), "Operational modal analysis based on subspace algorithm with an improved stabilization diagram method", Shock Vib., 2016, 1. https://doi.org/10.1155/2016/7598965.
- Rainieri, C. and Fabbrocino, G. (2008), "Operational modal analysis: overview and applications", Strategies for Reduction of the Seismic Risk, Structural and Geotechnical Dynamic Laboratory StreGa, University of Molise, Termoli, Italy.
- Rainieri, C. and Fabbrocino, G. (2014), Operational Modal Analysis of Civil Engineering Structures, Springer, New York, NY, USA.
- Raja, B.N.K., Miramini, S., Duffield, C., Sofi, M., Mendis, P. and Zhang, L. (2020), "The influence of ambient environmental conditions in detecting bridge concrete deck delamination using infrared thermography (IRT)", Struct. Control Health Monit., 27(4), e2506. https://doi.org/10.1002/stc.2506.
- Ribeiro, D., Santos, R., Cabral, R., Saramago, G., Montenegro, P., Carvalho, H. and Calcada, R. (2021), "Non-contact structural displacement measurement using unmanned aerial vehicles and video-based systems", Mech. Syst. Signal Pr., 160, 107869. https://doi.org/10.1016/j.ymssp.2021.107869.
- Ryu, J., Kim, Y.Y., Park, M.W., Yoon, S.W., Lee, C.H. and Ju, Y.K. (2018), "Experimental and numerical investigations of steel-polymer hybrid floor panels subjected to three-point bending", Eng. Struct., 175, 467-482. https://doi.org/10.1016/J.ENGSTRUCT.2018.08.030.
- Ryu, J., Lee, C.H., Oh, J., Yoon, S.W. and Ju, Y.K. (2016), "Shear resistance of a biaxial hollow composite floor system with GFRP plates", J. Struct. Eng., 143(2), 04016180. https://doi.org/10.1061/(ASCE)ST.1943-541X.0001657.
- Sivasuriyan, A., Vijayan, D.S., Gorski, W., Wodzynski, L., Vaverkova, M.D. and Koda, E. (2021), "Practical implementation of structural health monitoring in multi-story buildings", Build., 11(6), 263. https://doi.org/10.3390/buildings11060263.
- Sony, S., Laventure, S. and Sadhu, A. (2019), "A literature review of next-generation smart sensing technology in structural health monitoring", Struct. Control Health Monit., 26(3), e2321. https://doi.org/10.1002/stc.2321.
- Su, T.C. (2020), "Assessment of cracking widths in a concrete wall based on tir radiances of cracking", Sensors, 20(17), 4980. https://doi.org/10.3390/s20174980.
- Tomasi, C. and Kanade, T. (1991), "Detection and tracking of point", Int. J. Comput. Vis., 9, 137-154. https://doi.org/10.1007/BF00129684
- Wu, Z., Chen, G., Ding, Q., Yuan, B. and Yang, X. (2021), "Three-dimensional reconstruction-based vibration measurement of bridge model using UAVs", Appl. Sci., 11(11), 5111. https://doi.org/10.3390/app11115111.
- Yamaguchi, K. (2015), Mexopencv, Collection and a Development Kit of Matlab Mex Functions for OpenCV Library, https://github.com/kyamagu/mexopencv.
- Yoon, H., Hoskere, V., Park, J.W. and Spencer Jr, B.F. (2017), "Cross-correlation-based structural system identification using unmanned aerial vehicles", Sensors, 17(9), 2075. https://doi.org/10.3390/s17092075.
- Zhang, Z. (2000), "A flexible new technique for camera calibration", IEEE Trans. Pattern Anal. Mach. Intell., 22(11), 1330-1334. https://doi.org/10.1109/34.888718.