김윤태 교수

학력

□ 박사 한국과학기술원 토목공학과 (1997)

□ 석사 한국과학기술원 토목공학과 (1992)

□ 학사 고려대학교 토목공학과 (1990)

경력

□ 2003 ~ To Date: 부경대학교 해양공학과 교수

□ 2020 ~ To Date: 환경해양대학 학장

□ 1999 ~ 2003: LG 건설 지반공학팀 과장

□ 1997 ~ 1999: 캐나다 라발 대학교 토목공학과 박사후 연구원

□ 1997 ~ 1997: 한국과학기술원 토목공학과 박사후 연구원

연구분야

□ 강화 경량토의 기계적 특성

□ 부산물을 이용한 복합지반재료 거동

□ 변형도 모델리, 연약지반의 점성 거동

연구실적

□ Nguyen, B.Q.V., Song, C.H., Kim, Y.T. (2022). A Hybrid Physical and Machine Learning Model for Assessing Landslide Spatial Probability Caused by Raising of Ground Water Table and Earthquake in Atsuma, Japan—Case Study. KSCE Journal of Civil Engineering, 26(8), 3416-3429. https://doi.org/10.1007/s12205-022-1656-2

□ Pham, M.V., Kim, Y.T. (2022). Debris flow detection and velocity estimation using deep convolutional neural network and image processing. Landslides, 19(10), 2473-2488. https://doi.org/10.1007/s10346-022-01931-6

□ Ha, Y.S., Lee, J., Kim, Y.T. (2022). Performance Evaluation of Feature Matching Techniques for Detecting Reinforced Soil Retaining Wall Displacement. Remote Sensing, 14(7), 1697. https://doi.org/10.3390/rs14071697 

□ Nguyen, B.Q.V., Kim, Y.T. (2021). Landslide spatial probability prediction: a comparative assessment of naïve Bayes, ensemble learning, and deep learning approaches. Bulletin of Engineering Geology and the Environment, 80, 4291-4321. https://doi.org/10.1007/s10064-021-02194-6

□ Nguyen, B.Q.V., Kim, Y.T. (2021). Regional-scale landslide risk assessment on Mt. Umyeon using risk index estimation. Landslides, 18(7), 2547-2564. https://doi.org/10.1007/s10346-021-01622-8

□ Pradhan, A.M.S., Kim, Y.T. (2021). An artificial intelligence-based approach to predicting seismic hillslope stability under extreme rainfall events in the vicinity of Wolsong nuclear power plant, South Korea. Bulletin of Engineering Geology and the Environment, 80, 3629-3646. https://doi.org/10.1007/s10064-021-02138-0

□ Le, D.H., Cheon, E., Lim, H.H., Choi, S.K., Kim, Y.T., Lee, S.R. (2021). An artificial neural network model to predict debris-flow volumes caused by extreme rainfall in the central region of South Korea. Engineering Geology, 281, 105979. https://doi.org/10.1016/j.enggeo.2020.105979

□ Nguyen, V.B.Q., Kim, Y.T. (2020). Rainfall-earthquake-induced landslide hazard prediction by Monte Carlo simulation: A case study of MT. Umyeon in Korea. KSCE Journal of Civil Engineering, 24(1), 73-86. https://doi.org/10.1007/s12205-020-0963-8

□ Pradhan, A.M.S., Kim, Y.T. (2020). Landslide Susceptibility Mapping at Two Adjacent Catchments Using Advanced Machine Learning Algorithms. https://doi.org/10.20944/preprints202008.0089.v1

□ Pradhan, A.M.S., Kim, Y.T., Shrestha, S., Huynh, T.C., Nguyen, B.P. (2021). Application of deep neural network to capture groundwater potential zone in mountainous terrain, Nepal Himalaya. Environmental Science and Pollution Research, 28, 18501-18517. https://doi.org/10.1007/s11356-020-10646-x