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author:

Han, XianXian (Han, XianXian.) [1] | Li, Gao Yang (Li, Gao Yang.) [2] | Lu, WenFang (Lu, WenFang.) [3] | Jiang, Yu Wu (Jiang, Yu Wu.) [4]

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EI

Abstract:

In this contribution, the authors present their preliminary investigations into modeling the rainfall-runoff generation relation in a large subtropical catchment (Jiulong River catchment) on the southeast coast of China. Previous studies have mostly focused on modeling the streamflow and water quality of its small rural subcatchments. However, daily runoff on the scale of the whole catchment has not been modeled before, and hourly runoff data are desirable for some oceanographic applications. Three methods are proposed for modeling streamflow using rainfall outputted by the Weather Research Forecast (WRF) model, calculated potential evaporation (PET), and land cover type: (i) a ridge regression model; (ii) NPRED-KNN: a nonparametric k-nearest neighbor model (KNN) employing a parameter selection method (NPRED) based on partial information coefficient; (iii) the Hydrological Simulation Program-Fortran (HSPF) model with an hourly time step. Results show that the NPRED-KNN approach is the most unsuitable method of those tested. The HSPF model was manually calibrated, and ridge regression performs no worse than HSPF based on daily verification, whilst HSPF can produce realist daily flow time series, of which ridge regression is incapable. The HSPF model seems less prone to systematic underprediction when replicating monthly-annual water balance, and it successfully replicates the baseflow index (the flow intensity) of the Jiulong River catchment system. © 2019 by the authors.

Keyword:

Catchments Marine applications Nearest neighbor search Numerical models Rain Regression analysis Rivers Runoff Stream flow Tropics Water quality Weather forecasting

Community:

  • [ 1 ] [Han, XianXian]State Key Laboratory of Marine Environmental Science, College of Ocean and Earth Sciences, Xiamen University, Xiamen; 361102, China
  • [ 2 ] [Han, XianXian]State Key Laboratory of Satellite Ocean Environment Dynamics, Second Institute of Oceanography, Hangzhou; 310012, China
  • [ 3 ] [Li, Gao Yang]School of Civil and Environmental Engineering, University of New South Wales, Sydney; 2006, Australia
  • [ 4 ] [Lu, WenFang]Key Laboratory of Spatial Data Mining and Information Sharing of Ministry of Education, National and Local Joint Engineering Research Center of Satellite Geospatial Information Technology, Fuzhou University, Fuzhou; 350108, China
  • [ 5 ] [Jiang, Yu Wu]State Key Laboratory of Marine Environmental Science, College of Ocean and Earth Sciences, Xiamen University, Xiamen; 361102, China

Reprint 's Address:

  • [jiang, yu wu]state key laboratory of marine environmental science, college of ocean and earth sciences, xiamen university, xiamen; 361102, china

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Source :

Atmosphere

Year: 2019

Issue: 2

Volume: 10

2 . 3 9 7

JCR@2019

2 . 5 0 0

JCR@2023

ESI HC Threshold:137

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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