All Issue

2026 Vol.31, Issue 2 Preview Page

Research Article

30 April 2026. pp. 16-26
Abstract
References
1

Abdi, H. and Williams, L.J., 2010, Principal component analy-sis, Wiley Interdiscip. Rev. Comput. Stat., 2(4), 433-459.

10.1002/wics.101
2

Alley, 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.1067123
3

Asoka, 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/ngeo2869
4

Choi, 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.

5

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/atmos15010122
6

Ebeling, 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-29-2925-2025
7

Famiglietti, J.S., 2014, The global groundwater crisis, Nat. Clim. Chang., 4, 945-948.

10.1038/nclimate2425
8

Jolliffe, I.T., 2002, Principal component analysis 2nd Edition, Springer, New York.

9

Jolliffe, 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.2015.020226953178PMC4792409
10

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 con-nectivity in an alluvial plain using statistical methods, J. Eng. Geol., 22(2), 207-221.

10.9720/kseg.2012.22.2.207
11

Kumar, 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.13.1.05
12

Lee, 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.

13

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-64-13-2024
14

Murtagh, 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-z
15

Scanlona, 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.170466511529358394PMC5819387
16

Sen, P.K., 1968, Estimates of the regression coefficient based on Kendall’s tau, J. Am. Stat. Assoc., 63, 1379-1389.

10.1080/01621459.1968.10480934
17

Siyad, 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/s43621-025-02232-3
18

Taylor, 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/nclimate1744
19

Thakur, 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.2024.239
20

Ward, J.H., 1963, Hierarchical grouping to optimize an objec-tive function, J. Am. Stat. Assoc., 58, 236-244.

10.1080/01621459.1963.10500845
21

Yu, 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.

22

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/s11269-024-03857-1
23

Yue, 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
24

Yue, S. and Wang, C.Y., 2004, The Mann–Kendall test modi-fied by effective sample size to detect trend in serially cor-related hydrological series, Water Resour. Manag., 18, 201-218.

10.1023/B:WARM.0000043140.61082.60
25

Zhang, X., Guo, X., Liu, S., Shang, X., Xu, Z., and Zhao, J., 2024, A study on groundwater level calculation based on PCA-CIWOABP, Front. Earth Sci., 12, 1445241.

10.3389/feart.2024.1445241
Information
  • 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