Fadaei, H., Saeideh Sahebi, V., Esmaili Sarteshnizi, R., and Ghasemkhani, N. (2020), “Using GIS and DANP in Detecting Potential Areas for Sinkholes”, Earth Observation and Geomatics Engineering, Vol.4, No.2, pp.132-14.
Jang, B. S., Kim, Y., Kim, S., Choi, H. J., and Yoon, H. K. (2023), “Evaluation of Cavity Characterization Using Infrared Thermal Images”, Journal of the Korean Geotechnical Society, Vol.39, No.7, pp.69-76, https://doi.org/10.7843/kgs.2023.39.7.69.
10.7843/kgs.2023.39.7.69Kingma, D. P. and Ba, J. (2014), Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980, https://doi.org/10.48550/arXiv.1412.6980.
10.48550/arXiv.1412.6980Lee, E. J., Shin, S. Y., Ko, B. C., and Chang, C. (2016), “Early Sinkhole Detection Using a Drone-based Thermal Camera and Image Processing”, Infrared Physics & Technology, Vol.78, pp.223-232, https://doi.org/10.1016/j.infrared.2016.08.009.
10.1016/j.infrared.2016.08.009Liang, J. (2020, September), “Image Classification based on RESNET”, In Journal of Physics: Conference Series, Vol.1634, No.1, 012110. IOP Publishing, http://doi.org/10.1088/1742-6596/1634/1/012110.
10.1088/1742-6596/1634/1/012110Loshchilov, I. and Hutter, F. (2017), Fixing weight decay regularization in adam, arXiv preprint arXiv:1711.05101, Vol.5, No.5, 5, https://doi.org/10.48550/arXiv.1711.05101.
10.48550/arXiv.1711.05101Lyu, C., Huo, Z., Cheng, X., Jiang, J., Alimasi, A., and Liu, H. (2020), “Distributed Optical Fiber Sensing Intrusion Pattern Recognition based on GAF and CNN”, Journal of Lightwave Technology, Vol.38, No.15, pp.4174-4182, https://doi.org/10.1109/JLT.2020.2985746.
10.1109/JLT.2020.2985746Mandrekar, J. N. (2010), “Receiver Operating Characteristic Curve in Diagnostic Test Assessment”, Journal of Thoracic Oncology, Vol.5, No.9, pp.1315-1316, https://doi.org/10.1097/JTO.0b013e3181ec173d.
10.1097/JTO.0b013e3181ec173dMasters, D. and Luschi, C. (2018), Revisiting Small Batch Training for Deep Neural Networks, arXiv preprint arXiv:1804.07612, https://doi.org/10.48550/arXiv.1804.07612.
10.48550/arXiv.1804.07612Sabato, A., Niezrecki, C., Dabetwar, S., Kulkarni, N. N., Bottalico, F., and Nieduzak, T. (2022, June), Advancements in structural health monitoring using combined computer-vision and unmanned aerial vehicles approaches, In European Workshop on Structural Health Monitoring (pp.417-426). Cham: Springer International Publishing, https://doi.org/10.1007/978-3-031-07258-1_43.
10.1007/978-3-031-07258-1_43Smith, L. N. (2017, March), Cyclical Learning Rates for Training Neural Networks, In 2017 IEEE Winter Conference on Applications of Computer Vision (WACV) (pp.464-472). IEEE, https://doi.org/10.1109/WACV.2017.58.
10.1109/WACV.2017.58Vu, H. N., Pham, C., Dung, N. M., and Ro, S. (2020), “Detecting and Tracking Sinkholes Using Multi-level Convolutional Neural Networks and Data Association”, IEEE Access, Vol.8, pp.132625-132641, https://doi.org/10.1109/ACCESS.2020.3010885.
10.1109/ACCESS.2020.3010885Wang, Z. and Oates, T. (2015), Imaging Time-series to Improve Classification and Imputation, arXiv preprint arXiv:1506.00327, https://doi.org/10.48550/arXiv.1506.00327.
10.48550/arXiv.1506.00327Zhao, X., Jia, K., Zhang, Y., Sun, Z., Feng, J., and Liu, W. (2024, December), GAF-Based Multimodal Time Series Data Fusion for Water Depth Monitoring in Headwater Streams. In 2024 IEEE/WIC International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT) (pp. 174-181). IEEE, https://doi.org/10.1109/WI-IAT62293.2024.00031.
10.1109/WI-IAT62293.2024.00031- Publisher :The Korean Geotechnical Society
- Publisher(Ko) :한국지반공학회
- Journal Title :Journal of the Korean Geotechnical Society
- Journal Title(Ko) :한국지반공학회 논문집
- Volume : 41
- No :4
- Pages :91-98
- Received Date : 2025-06-24
- Revised Date : 2025-08-12
- Accepted Date : 2025-08-12
- DOI :https://doi.org/10.7843/kgs.2025.41.4.91


Journal of the Korean Geotechnical Society







