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Effect of Distinct Evaluation Objectives on Different Precipitation Downscaling Methods and the Corresponding Potential Impacts on Catchment Runoff Modelling

Author

Listed:
  • Xumin Zhang

    (Hohai University)

  • Simin Qu

    (Hohai University
    Hohai University)

  • Jijie Shen

    (Hohai University)

  • Yingbing Chen

    (Hohai University)

  • Xiaoqiang Yang

    (Helmholtz Centre for Environmental Research – UFZ
    Leibniz Institute of Freshwater Ecology and Inland Fisheries (IGB))

  • Peng Jiang

    (Hohai University
    Hohai University)

  • Peng Shi

    (Hohai University
    Hohai University)

Abstract

As an essential tool to bridge the gap between climatic output and hydrological input, the precipitation spatial downscaling (PSD) method exhibits divergent performance in terms of different evaluation objectives. This study compared and analysed the performance of the three PSD methods using two evaluation objectives - precipitation (P) and possible effective precipitation (PEP), and evaluated the effect of different downscaled precipitation on regional flow simulation by constructing an ideal model and a real case based on the Vertical Mixed Runoff (VMR) model. Results show that when the evaluation objective changes from P to PEP, the Artificial Neural Network replaces the Weather Research & Forecasting Model as the dominant PSD model. In spatial analysis, the statistical PSD models perform significantly better when using PEP, compared to P. In temporal analysis, the PEP biases are more stable compared to the P biases from the same PSD model. The validation in the ideal case and the actual basin further proves that taking PEP as the evaluation objective can improve the reliability of the PSD method selection for hydrological research.

Suggested Citation

  • Xumin Zhang & Simin Qu & Jijie Shen & Yingbing Chen & Xiaoqiang Yang & Peng Jiang & Peng Shi, 2023. "Effect of Distinct Evaluation Objectives on Different Precipitation Downscaling Methods and the Corresponding Potential Impacts on Catchment Runoff Modelling," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 37(5), pages 1913-1930, March.
    • Handle: RePEc:spr:waterr:v:37:y:2023:i:5:d:10.1007_s11269-023-03462-8
    DOI: 10.1007/s11269-023-03462-8
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    1. Renate Wilcke & Thomas Mendlik & Andreas Gobiet, 2013. "Multi-variable error correction of regional climate models," Climatic Change, Springer, vol. 120(4), pages 871-887, October.
    2. Prashant Srivastava & Dawei Han & Miguel Ramirez & Tanvir Islam, 2013. "Machine Learning Techniques for Downscaling SMOS Satellite Soil Moisture Using MODIS Land Surface Temperature for Hydrological Application," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 27(8), pages 3127-3144, June.
    3. Muhammad Azmat & Muhammad Uzair Qamar & Shakil Ahmed & Muhammad Adnan Shahid & Ejaz Hussain & Sajjad Ahmad & Rao Arsalan Khushnood, 2018. "Ensembling Downscaling Techniques and Multiple GCMs to Improve Climate Change Predictions in Cryosphere Scarcely-Gauged Catchment," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 32(9), pages 3155-3174, July.
    4. Chong-yu Xu, 1999. "Climate Change and Hydrologic Models: A Review of Existing Gaps and Recent Research Developments," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 13(5), pages 369-382, October.
    5. Gajanan Ramteke & R. Singh & C. Chatterjee, 2020. "Assessing Impacts of Conservation Measures on Watershed Hydrology Using MIKE SHE Model in the Face of Climate Change," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 34(13), pages 4233-4252, October.
    6. Katarzyna B. Tokarska & Nathan P. Gillett, 2018. "Cumulative carbon emissions budgets consistent with 1.5 °C global warming," Nature Climate Change, Nature, vol. 8(4), pages 296-299, April.
    7. B. Fiseha & S. Setegn & A. Melesse & E. Volpi & A. Fiori, 2014. "Impact of Climate Change on the Hydrology of Upper Tiber River Basin Using Bias Corrected Regional Climate Model," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 28(5), pages 1327-1343, March.
    8. Tobias Vetter & Julia Reinhardt & Martina Flörke & Ann Griensven & Fred Hattermann & Shaochun Huang & Hagen Koch & Ilias G. Pechlivanidis & Stefan Plötner & Ousmane Seidou & Buda Su & R. Willem Vervoo, 2017. "Evaluation of sources of uncertainty in projected hydrological changes under climate change in 12 large-scale river basins," Climatic Change, Springer, vol. 141(3), pages 419-433, April.
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