the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Evaluation of the transferability of hydrological model parameters for simulations under changed climatic conditions
Abstract. Conceptual hydrological models are widely used for climate change impact assessment. The implicit assumption in most such work is that the parameters estimated from observations remain valid for future climatic conditions. This paper evaluates a simple threshold based approach for testing this assumption, where a set of behavioural simulators are identified for different climatic conditions for the future simulation i.e. wet, average and dry conditions. These simulators were derived using three different data sets that are generated by sampling a block of one year of data without replacement from the observations such that they define the different climatic conditions. The simulators estimated from the wet climatic data set showed the tendency to underestimate flow when applied to dry data set and vice versa. However, the performances of the three sets of basin simulators on chronologically coherent data are identical to the simulators identified from a sufficiently long data series that contains both wet and dry climatic conditions. The results presented suggest that the issue of time invariance in the value of parameters has a minimal effect on the simulation if the change in precipitation is less than 10 % of the data used for calibration.
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RC C3231: 'the appropriateness of the criterion used to split the data and some other minor remarks', Griet Heuvelmans, 04 Aug 2011
- AC C3944: 'Response to Interactive comment on Evaluation of the transferability of hydrological model parameters for simulations under changed climatic conditions', satish bastola, 09 Sep 2011
- RC C3622: 'Referee comment', Anonymous Referee #2, 24 Aug 2011
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RC C3231: 'the appropriateness of the criterion used to split the data and some other minor remarks', Griet Heuvelmans, 04 Aug 2011
- AC C3944: 'Response to Interactive comment on Evaluation of the transferability of hydrological model parameters for simulations under changed climatic conditions', satish bastola, 09 Sep 2011
- RC C3622: 'Referee comment', Anonymous Referee #2, 24 Aug 2011
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Cited
9 citations as recorded by crossref.
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- Perturbation study of climate change impacts in a snow‐fed river basin S. Manandhar et al. 10.1002/hyp.9446
- Sensitivity of Hydrological Simulations of Southeastern United States Watersheds to Temporal Aggregation of Rainfall S. Bastola & V. Misra 10.1175/JHM-D-12-096.1
- A trading-space-for-time approach to probabilistic continuous streamflow predictions in a changing climate – accounting for changing watershed behavior R. Singh et al. 10.5194/hess-15-3591-2011
- Achieving Robust and Transferable Performance for Conservation‐Based Models of Dynamical Physical Systems F. Zheng et al. 10.1029/2021WR031818
- On the Robustness of Conceptual Rainfall‐Runoff Models to Calibration and Evaluation Data Set Splits Selection: A Large Sample Investigation D. Guo et al. 10.1029/2019WR026752
- Assessing the Potential Robustness of Conceptual Rainfall‐Runoff Models Under a Changing Climate D. Guo et al. 10.1029/2018WR022636
- Hydrological impacts of climate change in gauged and ungauged watersheds of the Olifants basin: a trading-space-for-time approach R. Singh et al. 10.1080/02626667.2013.819431
- Understanding hydrological flow paths in conceptual catchment models using uncertainty and sensitivity analysis E. Mockler et al. 10.1016/j.cageo.2015.08.015