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author:

Han, XianXian (Han, XianXian.) [1] | Li, GaoYang (Li, GaoYang.) [2] | Lu, WenFang (Lu, WenFang.) [3] | Jiang, YuWu (Jiang, YuWu.) [4]

Indexed by:

EI Scopus SCIE

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.

Keyword:

HSPF NPRED-KNN numerical model rainfall-runoff ridge regression

Community:

  • [ 1 ] [Han, XianXian]Xiamen Univ, Coll Ocean & Earth Sci, State Key Lab Marine Environm Sci, Xiamen 361102, Peoples R China
  • [ 2 ] [Jiang, YuWu]Xiamen Univ, Coll Ocean & Earth Sci, State Key Lab Marine Environm Sci, Xiamen 361102, Peoples R China
  • [ 3 ] [Han, XianXian]Second Inst Oceanog, State Key Lab Satellite Ocean Environm Dynam, Hangzhou 310012, Zhejiang, Peoples R China
  • [ 4 ] [Li, GaoYang]Univ New South Wales, Sch Civil & Environm Engn, Sydney, NSW 2006, Australia
  • [ 5 ] [Lu, WenFang]Fuzhou Univ, Minist Educ, Key Lab Spatial Data Min & Informat Sharing, Fuzhou 350108, Fujian, Peoples R China
  • [ 6 ] [Lu, WenFang]Fuzhou Univ, Natl & Local Joint Engn Res Ctr Satellite Geospat, Fuzhou 350108, Fujian, Peoples R China

Reprint 's Address:

  • [Jiang, YuWu]Xiamen Univ, Coll Ocean & Earth Sci, State Key Lab Marine Environm Sci, Xiamen 361102, Peoples R China

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Source :

ATMOSPHERE

ISSN: 2073-4433

Year: 2019

Issue: 2

Volume: 10

2 . 3 9 7

JCR@2019

2 . 5 0 0

JCR@2023

ESI Discipline: GEOSCIENCES;

ESI HC Threshold:137

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 1

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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