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author:

Gong, Junfu (Gong, Junfu.) [1] | Weerts, Albrecht H. (Weerts, Albrecht H..) [2] | Yao, Cheng (Yao, Cheng.) [3] | Li, Zhijia (Li, Zhijia.) [4] | Huang, Yingchun (Huang, Yingchun.) [5] (Scholars:黄迎春) | Chen, Yuanfang (Chen, Yuanfang.) [6] | Chang, Yifei (Chang, Yifei.) [7] | Huang, Pengnian (Huang, Pengnian.) [8]

Indexed by:

EI Scopus SCIE

Abstract:

For flood simulation in small-and medium-sized catchments, discharge observations may be used to update model states of a distributed hydrological model to improve performance. The ensemble Kalman filter (EnKF) has been widely used for hydrological assimilation due to its relative simplicity and robustness. An advantage of the EnKF is that it is easy to include different sources of uncertainty, therefore the choice of error model is crucial for the application of the EnKF assimilation. This paper describes an EnKF assimilation scheme for estimating error models using the maximum a posteriori estimation method (MAP). We test this scheme in two small and medium-sized catchments in China with different characteristics, and in addition compared the performance differences under two kinds of rainfall forcing. We show that MAP is beneficial in specifying error models and providing reliable ensemble spread. The assimilation scheme can effectively ameliorate the degradation of distributed hydrological model performance due to uncalibrated model parameters and/or poor quality of input data.

Keyword:

Distributed hydrological model Ensemble Kalman filtering Flood Hydrological assimilation Maximum a posteriori estimation

Community:

  • [ 1 ] [Gong, Junfu]Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210024, Peoples R China
  • [ 2 ] [Yao, Cheng]Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210024, Peoples R China
  • [ 3 ] [Li, Zhijia]Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210024, Peoples R China
  • [ 4 ] [Huang, Yingchun]Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210024, Peoples R China
  • [ 5 ] [Chen, Yuanfang]Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210024, Peoples R China
  • [ 6 ] [Gong, Junfu]Deltares, NL-2600 MH Delft, Netherlands
  • [ 7 ] [Weerts, Albrecht H.]Deltares, NL-2600 MH Delft, Netherlands
  • [ 8 ] [Weerts, Albrecht H.]Wageningen Univ, Hydrol & Quantitat Water Management Grp, NL-6700 HB Wageningen, Netherlands
  • [ 9 ] [Huang, Yingchun]Fuzhou Univ, Coll Civil Engn, Fuzhou 350108, Peoples R China
  • [ 10 ] [Chang, Yifei]Shaanxi Prov Inst Water Resources & Elect Power In, Xian 710001, Peoples R China
  • [ 11 ] [Huang, Pengnian]Nanjing Univ Informat Sci & Technol, Sch Hydrol & Water Resources, Nanjing 210044, Peoples R China

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Source :

JOURNAL OF HYDROLOGY

ISSN: 0022-1694

Year: 2023

Volume: 620

5 . 9

JCR@2023

5 . 9 0 0

JCR@2023

ESI HC Threshold:35

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 11

SCOPUS Cited Count: 13

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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