Research Article
Abstract
References
Information
Alpert, P., Ben-Gai, T., Bahard, A., Benjamini, Y., Yekutieli, D., Colacino, M., Diodato, L., Ramis, C., Homar, V., Romero, R., Michaelides, S., and Manes, A. (2002). "The paradoxical increase of Mediterranean extreme daily rainfall in spite of decrease in total values." Geophysical Research Letters, Vol. 29, No. 11, pp. 31-1-31-4. doi: 10.1029/2001gl013554.
10.1029/2001GL013554
Daly, C., Halbleib, M., Smith, J.I., Gibson, W.P., Doggett, M.K., Taylor, G.H., Curtis, J., and Pasteris, P.P. (2008). "Physiographically sensitive mapping of climatological temperature and precipitation across the conterminous United States." International Journal of Climatology, Vol. 28, No. 15, pp. 2031-2064. doi: 10.1002/joc.1688.
10.1002/joc.1688
Georgakakos, A.P., Yao, H., Kistenmacher, M., Georgakakos, K.P., Graham, N.E., Cheng, F.Y., Spencer, C., and Shamir, E. (2012). "Value of adaptive water resources management in Northern California under climatic variability and change: Reservoir management." Journal of Hydrology, Vol. 412-413, pp. 34-46. doi: 10.1016/j.jhydrol.2011.04.038.
10.1016/j.jhydrol.2011.04.038
Grisel, O., Mueller. A., Lars, Gramfort, A., Louppe, G., Thomas, J.F., Prettenhofer, P., Blondel, M., Niculae, V., Nothman, J., Joly, A., Lemaitre, G., Vanderplas, J., Estève, L., du Boisberranger, J., Kumar, M., Qin, H., Hug, N., Varoquaux, N., Layton, R., Metzen, J.H., Jalali, A., Rajagopalan, V.R., Schönberger, J., Yurchak, R., Jerphanion, J., la Tour, T.D., Li, W., Marmo, C., and Woolam, C. (2023). scikit-learn/scikit-learn: Scikit-learn 1.3.0, accessed 18 August 2023, <https://doi.org/10.5281/zenodo.8098905>.
Gupta, H.V., Kling, H., Yilmaz, K.K., and Martinez, G.F. (2009). "Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling." Journal of Hydrology, Vol. 377, No. 1, pp. 80-91. doi: 10.1016/j.jhydrol.2009.08.003.
10.1016/j.jhydrol.2009.08.003
Head, T., Kumar, M., Nahrstaedt, H., Louppe, G., and Shcherbatyi, I. (2021). scikit-optimize/scikit-optimize, accessed 18 August 2023, <https://doi.org/10.5281/zenodo.5565057>.
Hrachowitz, M., Savenije, H.H.G., Blöschl, G., McDonnell, J.J., Sivapalan, M., Pomeroy, J.W., Arheimer, B., Blume, T., Clark, M.P., Ehret, U., Fenicia, F., Freer, J.E., Gelfan, A., Gupta, H.V., Hughes, D.A., Hut, R.W., Montanari, A., Pande, S., Tetzlaff, D., Troch, P.A., Uhlenbrook, S., Wagener T., Winsemius, H.C., Woods, R.A., Zegh E., and Cudennec, C. (2013). "A decade of Predictions in Ungauged Basins (PUB) - a review." Hydrological Sciences Journal, Vol. 58, No. 6, pp. 1198-1255. doi: 10.1080/02626667.2013.803183.
10.1080/02626667.2013.803183
Korea Meteorological Administration (KMA) (2020). Climatological normals of Korea (1991-2020), accessed 1 May 2023, <https://data.kma.go.kr/resources/normals/pdf_data/korea_pdf_0310.pdf>.
Li, H., and Zhang, Y. (2017). "Regionalising rainfall-runoff modelling for predicting daily runoff: Comparing gridded spatial proximity and gridded integrated similarity approaches against their lumped counterparts." Journal of Hydrology, Vol. 550, pp. 279-293. doi: 10.1016/j.jhydrol.2017.05.015.
10.1016/j.jhydrol.2017.05.015
Nearing, G.S., Kratzert, F., Sampson, A.K., Pelissier, C.S., Klotz, D., Frame, J.M., Prieto, C., and Gupta, H.V. (2021). "What role does hydrological science play in the age of machine learning?." Water Resources Research, Vol. 57, No. 3, e2020WR028091. doi: 10.1029/2020wr028091.
10.1029/2020WR028091
Oudin, L., Andréassian, V., Perrin, C., Michel, C., and Le Moine, N. (2008). "Spatial proximity, physical similarity, regression and ungaged catchments: A comparison of regionalization approaches based on 913 French catchments." Water Resources Research, Vol. 44, No. 3, W03413. doi: 10.1029/2007wr006240.
10.1029/2007WR006240
Parajka, J., Viglione, A., Rogger, M., Salinas, J.L., Sivapalan, M., and Blöschl, G. (2013). "Comparative assessment of predictions in ungauged basins-Part 1: Runoff-hydrograph studies." Hydrology and Earth System Sciences, Vol. 17, No. 5, pp. 1783-1795. doi: 10.5194/hess-17-1783-2013.
10.5194/hess-17-1783-2013
Pushpalatha, R., Perrin, C., Le Moine, N., Mathevet, T., and Andréassian, V. (2011). "A downward structural sensitivity analysis of hydrological models to improve low-flow simulation." Journal of Hydrology, Vol. 411, No. 1, pp. 66-76. doi: 10.1016/j.jhydrol.2011.09.034.
10.1016/j.jhydrol.2011.09.034
Spinoni, J., Barbosa, P., De Jager, A., McCormick, N., Naumann, G., Vogt, J.V., Magni, D., Masante, D., and Mazzeschi, M. (2019). "A new global database of meteorological drought events from 1951 to 2016." Journal of Hydrology: Regional Studies, Vol. 22, 100593. doi: 10.1016/j.ejrh.2019.100593.
10.1016/j.ejrh.2019.10059332257820PMC7099764
Westerberg, I.K., Gong, L., Beven, K.J., Seibert, J., Semedo, A., Xu, C.Y., and Halldin, S. (2014). "Regional water balance modelling using flow-duration curves with observational uncertainties." Hydrology and Earth System Sciences, Vol. 18, No. 8, pp. 2993-3013. doi: 10.5194/hess-18-2993-2014.
10.5194/hess-18-2993-2014
Westerberg, I.K., Guerrero, J.L., Younger, P.M., Beven, K.J., Seibert, J., Halldin, S., Freer, J.E., and Xu, C.Y. (2011). "Calibration of hydrological models using flow-duration curves." Hydrology and Earth System Sciences, Vol. 15, No. 7, pp. 2205-2227. doi: 10.5194/hess-15-2205-2011.
10.5194/hess-15-2205-2011
Zittis, G., Almazroui, M., Alpert, P., Ciais, P., Cramer, W., Dahdal, Y., Fnais, M., Francis, D., Hadjinicolaou, P., Howari, F., Jrrar, A., Kaskaoutis, D.G., Kulmala, M., Lazoglou, G., Mihalopoulos, N., Lin, X., Rudich, Y., Sciare, J., Stenchikov, G., Xoplaki, E., and Lelieveld, J. (2022). "Climate change and weather extremes in the eastern mediterranean and middle east." Reviews of Geophysics, Vol. 60, No. 3, e2021RG000762. doi: 10.1029/2021rg000762
10.1029/2021RG000762
- Publisher :KOREA WATER RESOURECES ASSOCIATION
- Publisher(Ko) :한국수자원학회
- Journal Title :Journal of Korea Water Resources Association
- Journal Title(Ko) :한국수자원학회 논문집
- Volume : 56
- No :9
- Pages :563-574
- Received Date : 2023-07-21
- Revised Date : 2023-08-22
- Accepted Date : 2023-09-05
- DOI :https://doi.org/10.3741/JKWRA.2023.56.9.563