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2025 Vol.58, Issue 4 Preview Page

Research Article

30 April 2025. pp. 313-327
Abstract
References
1

Barbosa, J.H.S., Fernandes, A., Lima, A., and Assis, L. (2019). "The influence of spatial discretization on HEC-HMS modelling: A case study." International Journal of Hydrology, Vol. 3, No. 5, pp. 442-449.

10.15406/ijh.2019.03.00209
2

Basha, S.S., Dubey, S.R., Pulabaigari, V., and Mukherjee, S. (2020). "Impact of fully connected layers on performance of convolutional neural networks for image classification." Neurocomputing, Vol. 378, pp. 112-119.

10.1016/j.neucom.2019.10.008
3

Byun, J., Jun, C., Kim, H.J., Lee, J.J., Park, H., and Lee, J. (2023a). "Rainfall image DB construction for rainfall intensity estimation from CCTV videos: focusing on experimental data in a climatic environment chamber." Journal of Korea Water Resources Association, Vol. 56, No. 6, pp. 403-417.

10.3741/JKWRA.2023.56.6.403
4

Byun, J., Jun, C., Kim, J., Cha, J., and Narimani, R. (2023b). "Deep learning-based rainfall prediction using cloud image analysis." IEEE Transactions on Geoscience and Remote Sensing, Vol. 61, pp. 1-11.

10.1109/TGRS.2023.3263872
5

Clarkson, K.L. (1987). "New applications of random sampling in computational geometry." Discrete & Computational Geometry, Vol. 2, pp. 195-222.

10.1007/BF02187879
6

Efraimidis, P.S., and Spirakis, P.G. (2006). "Weighted random sampling with a reservoir". Information processing letters, Vol. 97, No. 5, pp. 181-185.

10.1016/j.ipl.2005.11.003
7

Etikan, I., and Bala, K. (2017). "Combination of probability random sampling method with non probability random sampling method (sampling versus sampling methods)." Biometrics & biostatistics international Journal, Vol. 5, No. 6, pp. 210-213.

10.15406/bbij.2017.05.00148
8

Feldman, A.F., Short Gianotti, D.J., Trigo, I.F., Salvucci, G.D., and Entekhabi, D. (2019). "Satellite‐based assessment of land surface energy partitioning-soil moisture relationships and effects of confounding variables." Water Resources Research, Vol. 55, No. 12, pp. 10657-10677.

10.1029/2019WR025874
9

Frénay, B., and Verleysen, M. (2013). "Classification in the presence of label noise: A survey." IEEE Transactions on Neural Networks and Learning Systems, Vol. 25, No. 5, pp. 845-869.

10.1109/TNNLS.2013.229289424808033
10

García, S., Ramírez-Gallego, S., Luengo, J., Benítez, J.M., and Herrera, F. (2016). "Big data preprocessing: Methods and prospects." Big Data Analytics, Vol. 1, No. 9, pp. 1-22.

10.1186/s41044-016-0014-0
11

Guo, L., Fu, D., Xiao, H., Zhang, Y., and Miao, S. (2021). "Numerical analysis of the impact of complex urban environment on a snowfall event in Beijing." Journal of Geophysical Research: Atmospheres, Vol. 126, No. 22, e2021JD034749.

10.1029/2021JD034749
12

Haurum, J.B., Bahnsen, C.H., and Moeslund, T.B. (2019). Is it Raining Outside? Detection of Rainfall using General-Purpose Surveillance Cameras. In CVPR 2019 Workshops, Long Beach, CA, U.S., pp. 55-64.

13

Hwang, S., Jun, C., De Michele, C., Kim, H.J., and Lee, J. (2024). "Rainfall observation leveraging raindrop sounds acquired using waterproof enclosure: Exploring optimal length of sounds for frequency analysis." Sensors, Vol. 24, No. 13, 4281.

10.3390/s2413428139001060PMC11244514
14

Ikram, R.M.A., Hazarika, B.B., Gupta, D., Heddam, S., and Kisi, O. (2023). "Streamflow prediction in mountainous region using new machine learning and data preprocessing methods: A case study." Neural Computing and Applications, Vol. 35, No. 12, pp. 9053-9070.

10.1007/s00521-022-08163-8
15

Islam, T., Rico-Ramirez, M.A., Thurai, M., and Han, D. (2012). "Characteristics of raindrop spectra as normalized gamma distribution from a Joss-Waldvogel disdrometer." Atmospheric Research, Vol. 108, pp. 57-73.

10.1016/j.atmosres.2012.01.013
16

Jiang, S., Babovic, V., Zheng, Y., and Xiong, J. (2019). "Advancing opportunistic sensing in hydrology: A novel approach to measuring rainfall with ordinary surveillance cameras." Water Resources Research, Vol. 55, No. 4, pp. 3004-3027.

10.1029/2018WR024480
17

Joseph, F.J.J. (2019). "IoT based weather monitoring system for effective analytics." International Journal of Engineering and Advanced Technology, Vol. 8, No. 4, pp. 311-315.

18

Lee, J., Byun, J., Baik, J., Jun, C., and Kim, H.J. (2023). "Estimation of raindrop size distribution and rain rate with infrared surveillance camera in dark conditions." Atmospheric Measurement Techniques, Vol. 16, No. 3, pp. 707-725.

10.5194/amt-16-707-2023
19

Lewis, C.D. (1982). Industrial and business forecasting methods: A practical guide to exponential smoothing and curve fitting. Butterworth Scientific, United Kingdom

20

Lidberg, W., Nilsson, M., Lundmark, T., and Ågren, A.M. (2017). "Evaluating preprocessing methods of digital elevation models for hydrological modelling." Hydrological Processes, Vol. 31, No. 26, pp. 4660-4668.

10.1002/hyp.11385
21

Liu, G., and Seo, E.K. (2013). "Detecting snowfall over land by satellite high‐frequency microwave observations: The lack of scattering signature and a statistical approach". Journal of Geophysical Research: Atmospheres, Vol. 118, No. 3, pp. 1376- 1387.

10.1002/jgrd.50172
22

Liu, Y., Peters-Lidard, C.D., Kumar, S., Foster, J.L., Shaw, M., Tian, Y., and Fall, G.M. (2013). "Assimilating satellite-based snow depth and snow cover products for improving snow predictions in Alaska." Advances in Water Resources, Vol. 54, pp. 208-227.

10.1016/j.advwatres.2013.02.005
23

Löffler-Mang, M., and Joss, J. (2000). "An optical disdrometer for measuring size and velocity of hydrometeors." Journal of Atmospheric and Oceanic Technology, Vol. 17, No. 2, pp. 130- 139.

10.1175/1520-0426(2000)017<0130:AODFMS>2.0.CO;2
24

Luo, J., Chen, H., and Zhou, B. (2020). "Comparison of snowfall variations over China identified from different snowfall/ rainfall discrimination methods." Journal of Meteorological Research, Vol. 34, No. 5, pp. 1114-1128.

10.1007/s13351-020-0004-z
25

Matsumura, N., Ito, Y., Nakano, K., Kasagi, A., and Tabaru, T. (2019). "Structured sparse fully-connected layers in the CNNs and its GPU acceleration." In 2019 Seventh International Symposium on Computing and Networking Workshops (CANDARW), IEEE, Nagasaki, Japan, pp. 148-154.

10.1109/CANDARW.2019.00034
26

McKenzie, R.L., Paulin, K.J., and Madronich, S. (1998). "Effects of snow cover on UV irradiance and surface albedo: A case study." Journal of Geophysical Research: Atmospheres, Vol. 103, No. 22, pp. 28785-28792.

10.1029/98JD02704
27

Medley, B., and Thomas, E.R. (2019). "Increased snowfall over the Antarctic Ice Sheet mitigated twentieth-century sea-level rise." Nature Climate Change, Vol. 9, No. 1, pp. 34-39.

10.1038/s41558-018-0356-x
28

Mohapatra, D., and Subudhi, B. (2022). "Development of a cost- effective IoT-based weather monitoring system." IEEE Consumer Electronics Magazine, Vol. 11, No. 5, pp. 81-86.

10.1109/MCE.2021.3136833
29

Moore, D.S., Notz, W.I., and Flinger, M.A. (2011). The basic practice of statistics (6th ed.). W. H. Freeman and Company, New York, NY, U.S.

30

Moriasi, D.N., Arnold, J.G., Van Liew, M.W., Bingner, R.L., Harmel, R.D., and Veith, T.L. (2007). "Model evaluation guidelines for systematic quantification of accuracy in watershed simulations." Transactions of the ASABE, Vol. 50, No. 3, pp. 885-900.

10.13031/2013.23153
31

Narain, U., Margulis, S., and Essam, T. (2011). "Estimating costs of adaptation to climate change." Climate Policy, Vol. 11, No. 3, pp. 1001-1019.

10.1080/14693062.2011.582387
32

Ohba, M. (2021). Precipitation under climate change. In Precipitation, Elsevier, Amsterdam, Netherlands, pp. 21-51.

10.1016/B978-0-12-822699-5.00002-1
33

Olken, F., and Rotem, D. (1995). "Random sampling from databases: A survey." Statistics and Computing, Vol. 5, pp. 25-42.

10.1007/BF00140664
34

Palerme, C., Claud, C., Dufour, A., Genthon, C., Wood, N.B., and L'Ecuyer, T. (2017). "Evaluation of Antarctic snowfall in global meteorological reanalyses." Atmospheric Research, Vol. 190, pp. 104-112.

10.1016/j.atmosres.2017.02.015
35

Perryman, N., and Dixon, P.G. (2013). "A radar analysis of urban snowfall modification in Minneapolis - St. Paul." Journal of Applied Meteorology and Climatology, Vol. 52, No. 7, pp. 1632-1644.

10.1175/JAMC-D-12-090.1
36

Ro, Y, Chang, K.H., Cha, J.W., Chung, G., Choi, J., and Ha, J.C. (2019). "A study of quantitative Snow Water Equivalent (SWE) estimation by comparing the snow measurement data." Atmosphere, KMS, Vol. 29, No. 3, pp. 269-282.

37

Rogelj, J., McCollum, D.L., Reisinger, A., Meinshausen, M., and Riahi, K. (2013). "Probabilistic cost estimates for climate change mitigation." Nature, Vol. 493, No. 7430, pp. 79-83.

10.1038/nature1178723282364
38

Roots, E.F. (1989). "Climate change: High-latitude regions." Climatic Change, Vol. 15, No. 1, pp. 223-253.

10.1007/BF00138853
39

Schlüter, S., and Kresoja, M. (2020). "Two preprocessing algorithms for climate time series." Journal of Applied Statistics, Vol. 47, No. 11, pp. 1970-1989.

10.1080/02664763.2019.170163735707568PMC9041572
40

Serreze, M.C., and Barry, R.G. (2011). "Processes and impacts of Arctic amplification: A research synthesis." Global and Planetary Change, Vol. 77, No. 1-2, pp. 85-96.

10.1016/j.gloplacha.2011.03.004
41

Sheppard, B.E. (1990). "Measurement of raindrop size distributions using a small Doppler radar." Journal of Atmospheric and Oceanic Technology, Vol. 7, No. 2, pp. 255-268.

10.1175/1520-0426(1990)007<0255:MORSDU>2.0.CO;2
42

Sheppard, B.E., and Joe, P.I. (1994). "Comparison of raindrop size distribution measurements by a Joss-Waldvogel disdrometer, a PMS 2DG spectrometer, and a POSS Doppler radar." Journal of Atmospheric and Oceanic Technology, Vol. 11, No. 4, pp. 874-887.

10.1175/1520-0426(1994)011<0874:CORSDM>2.0.CO;2
43

Sheppard, B.E., and Joe, P.I. (2008). "Performance of the precipitation occurrence sensor system as a precipitation gauge." Journal of Atmospheric and Oceanic Technology, Vol. 25, No. 2, pp. 196-212.

10.1175/2007JTECHA957.1
44

Song, Y., Liang, J., Lu, J., and Zhao, X. (2017). "An efficient instance selection algorithm for k nearest neighbor regression." Neurocomputing, Vol. 251, pp. 26-34.

10.1016/j.neucom.2017.04.018
45

Strasser, U., Bernhardt, M., Weber, M., Liston, G.E., and Mauser, W. (2008). "Is snow sublimation important in the alpine water balance?." The Cryosphere, Vol. 2, No. 1, pp. 53-66.

10.5194/tc-2-53-2008
46

Tei, S., Morozumi, T., Nagai, S., Takano, S., Sugimoto, A., Shingubara R., Fan, R., Fedorov, A., Gavrilyeva, T., and Tananaev, N. (2020). "An extreme flood caused by a heavy snowfall over the Indigirka River basin in Northeastern Siberia." Hydrological Processes, Vol. 34, No. 3, pp. 522-537.

10.1002/hyp.13601
47

Thériault, J.M., Rasmussen, R., Ikeda, K., and Landolt, S. (2012). "Dependence of snow gauge collection efficiency on snowflake characteristics." Journal of Applied Meteorology and Climatology, Vol. 51, No. 4, pp. 745-762.

10.1175/JAMC-D-11-0116.1
48

Thurai, M., Bringi, V.N., and Petersen, W.A. (2009). "Rain microstructure retrievals using 2-D video disdrometer and C-band polarimetric radar." Advances in Geosciences, Vol. 20, pp. 13-18.

10.5194/adgeo-20-13-2009
49

Thurai, M., Petersen, W.A., Tokay, A., Schultz, C., and Gatlin, P. (2011). "Drop size distribution comparisons between Parsivel and 2-D video disdrometers." Advances in Geosciences, Vol. 30, pp. 3-9.

10.5194/adgeo-30-3-2011
50

Vavrus, S. (2007). "The role of terrestrial snow cover in the climate system." Climate Dynamics, Vol. 29, pp. 73-88.

10.1007/s00382-007-0226-0
51

Vionnet, V., Verville, M., Fortin, V., Brugman, M., Abrahamowicz, M., Lemay, F., Thériault, J.M., Lafaysse, M., and Milbrandt, J.A. (2022). "Snow level from post‐processing of atmospheric model improves snowfall estimate and snowpack prediction in mountains." Water Resources Research, Vol. 58, No. 12, e2021WR031778.

10.1029/2021WR031778
52

Wang, H., and Wang, S. (2010). "Mining incomplete survey data through classification." Knowledge and Information Systems, Vol. 24, pp. 221-233.

10.1007/s10115-009-0245-8
53

Wang, M., Chen, M., Wang, Z., Guo, Y., Wu, Y., Zhao, W., and Liu, X. (2024). "Estimating rainfall intensity based on surveillance audio and deep-learning." Environmental Science and Ecotechnology, Vol. 22, 100450.

10.1016/j.ese.2024.10045039161573PMC11331698
54

Wang, T., Qin, Z., Zhang, S., and Zhang, C. (2012). "Cost-sensitive classification with inadequate labeled data." Information Systems, Vol. 37, No. 5, pp. 508-516.

10.1016/j.is.2011.10.009
55

Wang, X., Glade, T., Schmaltz, E., and Liu, X. (2023). "Surveillance audio-based rainfall observation: An enhanced strategy for extreme rainfall observation." Applied Acoustics, Vol. 211, 109581.

10.1016/j.apacoust.2023.109581
56

Wu, X., Kumar, V., Quinlan, J.R., Ghosh, J., Yang, Q., Motoda, H., McLachlan, G.J., Ng, A., Liu, B., and Yu, P.S., et al. (2008). "Top 10 algorithms in data mining." Knowledge and Information Systems, Vol. 14, pp. 1-37.

10.1007/s10115-007-0114-2
57

Yilmaz, M.U., and Onoz, B. (2020). "A comparative study of statistical methods for daily streamflow estimation at ungauged basins in Turkey." Water, Vol 12, No. 2, 459.

10.3390/w12020459
58

Zhang, S. (2020). "Cost-sensitive kNN classification." Neurocomputing, Vol 391, pp. 234-242.

10.1016/j.neucom.2018.11.101
59

Zhang, S., Cheng, D., Deng, Z., Zong, M., and Deng, X. (2018). "A novel kNN algorithm with data-driven k parameter computation." Pattern Recognition Letters, Vo. 109, pp. 44-54.

10.1016/j.patrec.2017.09.036
60

Zhang, S., Li, X., Zong, M., Zhu, X., and Cheng, D. (2017). "Learning k for kNN classification." ACM Transactions on Intelligent Systems and Technology (TIST), Vol. 8, No. 3, pp. 1-19.

10.1145/2990508
61

Zhang, X., Li, X., Che, T., Yang, C., Duan, H., Wu, J., and Liu, Y. (2024). "Changes in precipitation phases based on the multi- discrimination method in the Tibetan Plateau." Atmospheric Research, Vol. 310, 107597.

10.1016/j.atmosres.2024.107597
62

Zhao, X., Wang, L., Zhang, Y., Han, X., Deveci, M., and Parmar, M. (2024). "A review of convolutional neural networks in computer vision." Artificial Intelligence Review, Vol. 57, No. 4, 99.

10.1007/s10462-024-10721-6
63

Zheng, F., Yin, H., Ma, Y., Duan, H. F., Gupta, H., Savic, D., and Kapelan, Z. (2023). "Toward improved real‐time rainfall intensity estimation using video surveillance cameras." Water Resources Research, Vol. 59, No. 8, e2023WR034831.

10.1029/2023WR034831
64

Zhou, Z., Tang, W., Li, M., Cao, W., and Yuan, Z. (2023). "A novel hybrid intelligent SOPDEL model with comprehensive data preprocessing for long-time-series climate prediction." Remote Sensing, Vol. 15, No. 7, 1951.

10.3390/rs15071951
Information
  • Publisher :KOREA WATER RESOURECES ASSOCIATION
  • Publisher(Ko) :한국수자원학회
  • Journal Title :Journal of Korea Water Resources Association
  • Journal Title(Ko) :한국수자원학회 논문집
  • Volume : 58
  • No :4
  • Pages :313-327
  • Received Date : 2025-01-24
  • Revised Date : 2025-02-16
  • Accepted Date : 2025-02-26