• Classification and Characteristic Comparison of Groundwater Level Variation in Jeju Island Using Principal Component Analysis and Cluster Analysis

  • Woo-Ri Lim1·Se-Yeong Hamm2·Chung-Mo Lee3*

  • 1Research Institutes of Applied Science, Catholic University of Pusan, Busan 46252, Korea
    2Institute of Environmental Studies, Pusan National University, Busan 46241, Korea
    3Department of Geological Sciences, Pusan National University, Busan 46241, Korea

  • 주성분분석 및 군집분석을 이용한 제주도 지하수위 변동 유형 분류 및 특성 비교

  • 임우리1·함세영2·이충모3*

  • 1부산가톨릭대학교 응용과학연구소
    2부산대학교 환경연구원
    3부산대학교 지질환경과학과

  • This article is an open access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.

References
  • 1. Browne, W.J., 1998, Applying MCMC methods to multilevel models. Unpublished doctoral dissertation, University of Bath, UK.
  •  
  • 2. Byun, H.R. and Wilhite, D.A., 1999, Objective quantification of drought severity and duration, J. Clim., 12(9), 2747-2756.
  •  
  • 3. Dalton, M.G. and Upchurch, S.B., 1978, Interpretation of hydrochemical facies by factor analysis. Groundwater, 16(4), 228-233.
  •  
  • 4. Gwak, Y.S., Cho, J.P., Jung, I.G., Kim, D.W., and Jang, S.M., 2018, Projection of future changes in drought characteristics in Korea peninsula using effective drought index, J. Climate Change Res., 9(1), 31-45.
  •  
  • 5. Hurewicz, W., James, H.M., and Nichols, N.B., 1947, Filters and servo systems with pulsed data, In Theory of Servomechanisms (Vol. 25), McGraw-Hill.
  •  
  • 6. Jeju Special Self-Governing Province, 2013, Water Resources Management Master Plan, 47-87.
  •  
  • 7. Jeong, J., Park, J., Koh, E., Park, W., and Jeong, J., 2022, A study on the hydraulic factors of groundwater level fluctuation by region in Jeju Island, The J. Eng. Geol., 32(2), 257-270.
  •  
  • 8. JRI (Jeju Research Institute), 2017, A S tudy on the Estimation Method of Proper G roundwater Permission Volume (in Korean), JRI Policy Issue Brief (2017), 60p.
  •  
  • 9. Jung, H., Ha, K., Koh, D.C., Kim, Y., and Lee, J., 2021, Statistical analysis relating variations in groundwater level to droughts on Jeju Island, Korea, J. Hydrol.: Reg. Stud., 36, 100879.
  •  
  • 10. Kang, D.H., Yang, S.I., Kim, T.Y., Park, H.J., and Kwon, B.H., 2008, The variation characteristics of groundwater level with distance from shoreline in the Jeju Island, The J. Eng. Geol., 18(2), 167-176.
  •  
  • 11. Kim, B.S., Hamm, S.Y., Lee, C.M., Ok, S.I., Cha, E.J., and Ko, Y.S., 2011, Features of regional hydrogeology and groundwater distribution of volcanic rocks in Jeju Island, J. Geol. Soc. Kor., 47(3), 263-276.
  •  
  • 12. Kim, G.B., Choi, M.R., Lee, C.J., Shin, S.H., and Kim, H.J., 2018, Characteristics of spatio-temporal distribution of groundwater level¡¯s change after 2016 Gyeong-ju earthquake, J. Geol. Soc. Kor., 54(1), 93-105.
  •  
  • 13. Kim, G.B., Son, Y.C., Lee, S.H., Jeong, A.C., Cha, E.J., and Ko, M.J., 2012, Understanding of surface water-groundwater connectivity in an alluvial plain using statistical methods, The J. Eng. Geol., 22(2), 207-221.
  •  
  • 14. Kim, M.C., 2018, Hydraulic Watershed Classification and Flow Characteristics Analysis of Groundwater in Jeju Island, Ph.D. dissertation, Jeju National University, Jeju, Korea.
  •  
  • 15. Kim, M.C., Yang, S.K., and Lee, J.H., 2016, Analysis of water level fluctuations according to groundwater development and pumping duration, J. Environ. Sci. Int., 25(1), 135-146.
  •  
  • 16. Kim, M.C., Yang, S.K., and Oh, S.T., 2015, Analysis on groundwater flow according to low permeable layer structure over Seongsan watershed of Jeju Island, J. Environ. Sci. Int., 24(4), 449-459.
  •  
  • 17. Kim, N.J., You, Y.K., Jeon, B.C., and Kim, D.S., 2019, A proposal of classification and evaluation method of pollution vulnerabilities by a highly permeable terrain in Jeju Island, J. Geol. Soc. Kor., 55(2), 247-256.
  •  
  • 18. Lee, C.M., Choi, H., Kim, Y., Kim, M.S., Kim, H.K., and Hamm, S.Y., 2021, Characterizing land use effect on shallow groundwater contamination by using self-organizing map and buffer zone, Sci. Total Environ., 800, 149632.
  •  
  • 19. Lee, D.R., Moon, J.W., Lee, D.H., and Ahn, J.H., 2006, Development of water supply capacity index to monitor droughts in a reservoir, J. Korea Water Resour. Assoc., 39(3), 199-214.
  •  
  • 20. Lim, W.R., 2021, Spatio-Temporal Characteristics of Groundwater Level, Electrical Conductivity, and Temperature in Coastal Aquifers of Jeju Island, Korea, Ph.D. dissertation, Pusan National University, Pusan, Korea.
  •  
  • 21. McKee, T.B., Doesken, N.J., and Kleist, J., 1993, The relationship of drought frequency and duration to time scales, In Proceedings of the 8th Conference on Applied Climatology, 17(22), 179-183.
  •  
  • 22. MOE (Ministry of Environment) and K-water, 2020, National groundwater monitoring network in Korea - Annual report 2020 (in Korean), Daejeon, Korea, 865p.
  •  
  • 23. Prakaisak, I. and Wongchaisuwat, P., 2022, Hydrological time series clustering: a case study of telemetry stations in thailand, Water, 14(13), 2095.
  •  
  • 24. Ro, Y.H., Lee, J.W., Cho, E.S., and Yoo, C.S., 2017, Hydrologic regionalization of basin using multivariate statistical analysis: a case study of Gyeonggi-do 30 districts, J. Korean Soc. Hazard Mitig., 17(01), 287-300.
  •  
  • 25. Rousseeuw, P.J., 1987, Silhouettes: a graphical aid to the interpretation and validation of cluster analysis, J. Comput. Appl. Math., 20, 53-65.
  •  
  • 26. Song, S.H. and Choi, K.J., 2012, An appropriate utilization of agricultural water resources of Jeju island with climate change (I), J. Soil Groundw. Environ., 17(2), 62-70.
  •  
  • 27. Upton, K.A. and Jackson, C.R., 2011, Simulation of the spatio-temporal extent of groundwater flooding using statistical methods of hydrograph classification and lumped parameter models, Hydrol. Processes, 25(12), 1949-1963.
  •  
  • 28. Ward Jr, J.H., 1963, Hierarchical grouping to optimize an objective function, J. Am. Stat. Assoc., 58(301), 236-244.
  •  
  • 29. Werner, A.D., Bakker, M., Post, V.E., Vandenbohede, A., Lu, C., Ataie-Ashtiani, B., Simmons, C.T., and Barry, D.A., 2013, Seawater intrusion processes, investigation and management: recent advances and future challenges, Adv. Water Resour., 51, 3-26.
  •  
  • 30. Woo, K.S., Sohn, Y.K., Yoon, S.H., San Ahn, U., and Spate, A., 2013, Jeju Island Geopark-a volcanic wonder of Korea (Vol. 1), Springer Science & Business Media.
  •  
  • 31. Yun, Y.N., An, J.H., and Lee, D.R., 1997, An analysis of drought using the Palmer's method, J. Korea Water Resour. Assoc., 30(4), 317-326.
  •  

This Article

  • 2022; 27(6): 22-36

    Published on Dec 31, 2022

  • 10.7857/JSGE.2022.27.6.022
  • Received on Nov 29, 2022
  • Revised on Dec 5, 2022
  • Accepted on Dec 16, 2022

Correspondence to

  • Chung-Mo Lee

  • Research Institutes of Applied Science, Catholic University of Pusan, Busan 46252, Korea

  • E-mail: chungmo@pusan.ac.kr