Research Article
Abdi, H. and Williams, L.J., 2010, Principal component analy-sis, Wiley Interdiscip. Rev. Comput. Stat., 2(4), 433-459.
10.1002/wics.101Alley, W.M., Healy, R.W., LaBaugh, J.W., and Relly, T.E., 2002, Flow and storage in groundwater systems, Science, 296(5575), 1985-1990.
10.1126/science.1067123Asoka, A., Gleeson, T., Wada, Y., and Mishra, V., 2017, Rela-tive contribution of monsoon precipitation and pumping to changes in groundwater storage in India, Nat. Geosci., 10(2), 109-117.
10.1038/ngeo2869Choi, Y., Ko, K.-S., An, H., Shin, H., Jeong, S., and Lee, J., 2024, Evaluation of Pollution Characteristics using Nitrate Back-ground Levels, Nitrate Pollution Index, and Principal Compo-nent Analysis of Groundwater in Rural Areas, Hongsung-gun, J. Soil Groundw. Environ., 29(6), 116-130.
Davamani, V., John, J.E., Poornachandhra, C,, Gopalakrishnan, B., Arulmani, S., Parameswari, E., Santhosh, A., Srinivasulu, A., Lal, A., and Naidu, R., 2024, A Critical Review of Climate Change Impacts on Groundwater Resources, Atmos., 15(1), 122.
10.3390/atmos15010122Ebeling, P., Musolff, A., Kumar, R., and Hartmann, 2025, Groundwater head responses to droughts across Germany, Hydrol. Earth Syst. Sci., 29(13), 2925-2950.
10.5194/hess-29-2925-2025Famiglietti, J.S., 2014, The global groundwater crisis, Nat. Clim. Chang., 4, 945-948.
10.1038/nclimate2425Jolliffe, I.T. and Cadima, J., 2016, Principal component analy-sis: A review and recent developments, Philos. Trans. R. Soc. A, 374, Article ID: 20150202.
10.1098/rsta.2015.020226953178PMC4792409Kim, G.B., Son, Y.C., Lee, S.H., Jeong, A.C., Cha, E.J., and Ko, M.J., 2012, Understanding of surface water-groundwater con-nectivity in an alluvial plain using statistical methods, J. Eng. Geol., 22(2), 207-221.
10.9720/kseg.2012.22.2.207Kumar, P., Chandniha, D.K., Lohani, A.K., and Nema, A.K., 2018, Trend analysis of groundwater level using non-parametric tests in alluvial aquifers of Uttar Pradesh, India, Curr. World Environ., 13(1), 44-54.
10.12944/CWE.13.1.05Lee, J.M., Ko, K.S., and Woo, N.C., 2020, Characterization of groundwater level ans water quality by classification of aquifer types in South Korea, Econ. Environ. Geol., 53(5), 619-629.
Lin, J.-J. and Liang, C.-H., 2024, Terrain-based evaluation of groundwater potential and long-term monitoring at the catch-ment scale in Taiwan, Adv. Geosci., 64, 13-17.
10.5194/adgeo-64-13-2024Murtagh, F. and Legendre, P., 2014, Ward’s hierarchical agglom-erative clustering method: which algorithms implement Ward’s criterion?, J. Classif., 31, 274-295.
10.1007/s00357-014-9161-zScanlona, B.R., Zhang, Z.,Save, H., Sun, A.Y., Schmied, H.M., van Beek, L.P.H., Wiese, D.N., Wada, Y., Long, D., Reedy, R.C., Longuevergne, L., Döll, P., and Bierkens, M.F.P., 2017, Global models underestimate large decadal declining and rising water storage trends relative to GRACE satellite data, Proc. Natl. Acad. Sci.,115(6), 1-10.
10.1073/pnas.170466511529358394PMC5819387Sen, P.K., 1968, Estimates of the regression coefficient based on Kendall’s tau, J. Am. Stat. Assoc., 63, 1379-1389.
10.1080/01621459.1968.10480934Siyad, S.A. and Mohamed, Z.H., 2025, A systematic literature review on groundwater recharge dynamics under climate vari-ability, land use change and sea level rise, Discov. Sustain., 6, 1331.
10.1007/s43621-025-02232-3Taylor, R.G., Scanlon, B., Döll, P., Rodell, M., van Beek, R., Wada, Y., Longuevergne, L., Leblanc, M., Famiglietti, J.S., Edmunds, M., Konikow, L., Green, T.R., Chen, J., Taniguchi, M., Bierkens, M.F.P., MacDonald, A., Fan, Y., Maxwell, R.M., Yechieli, Y., Gurdak, J.J., Allen, D.M., Shamsudduha, M., His-cock, K., Yeh, P.J., Holman, I., and Treidel, H., 2013, Ground water and climate change, Nat. Clim. Chang., 3, 322-329.
10.1038/nclimate1744Thakur, A., Chandel, A., and Shankar, V., 2025, Prediction of groundwater levels using a long short-term memory (LSTM) technique, J. Hydroinform., 27(1), 51-68.
10.2166/hydro.2024.239Ward, J.H., 1963, Hierarchical grouping to optimize an objec-tive function, J. Am. Stat. Assoc., 58, 236-244.
10.1080/01621459.1963.10500845Yu, S., Kim, H.-S., Jun, S.-C., Yi, J.H., Yun, S.-T., Kwon, M.J., and Jo, H.Y., 2022, .Hydrochemical investigation for site char-acterization: focusing on the application of principal component analysis, J. Soil Groundw. Environ., 27(S), 34-50.
Yu, Z.-Q., Hosono, T., Amano, H., Berndtsson, R., and Nak-agawa, K., 2024, Groundwater resource assessment by applying long-term trend analysis of spring discharge, water level, and hydroclimatic parameters, Water Resour. Manag., 38, 4161-4177.
10.1007/s11269-024-03857-1Yue, S., Pilon, P., and Cavadias, 2002, Power of the Mann-Ken-dall and Spearman’s rho tests for detecting monotonic trends in hydrologicalk series, J. Hydrol., 259(1-4), 254-271.
10.1016/S0022-1694(01)00594-7- Publisher :The Korean Society of Soil and Groundwater Environment
- Publisher(Ko) :한국지하수토양환경학회
- Journal Title :Journal of Soil and Groundwater Environment
- Journal Title(Ko) :지하수토양환경
- Volume : 31
- No :2
- Pages :16-26
- Received Date : 2026-03-26
- Revised Date : 2026-04-06
- Accepted Date : 2026-04-21
- DOI :https://doi.org/10.7857/JSGE.2026.31.2.016


Journal of Soil and Groundwater Environment





