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How to improve the representation of hydrological processes in SWAT for a lowland catchment – temporal analysis of parameter sensitivity and model performance

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TLDR
In this paper, a detailed temporal analysis detects periods of poor model performance and model components with potential for model improvements, which cannot be found by analysing the whole discharge time series.
Abstract
Model diagnostic analyses help to improve the understanding of hydrological processes and their representation in hydrological models. A detailed temporal analysis detects periods of poor model performance and model components with potential for model improvements, which cannot be found by analysing the whole discharge time series. In this study, we aim to improve the understanding of hydrological processes by investigating the temporal dynamics of parameter sensitivity and of model performance for the Soil and Water Assessment Tool model applied to the Treene lowland catchment in Northern Germany. The temporal analysis shows that the parameter sensitivity varies temporally with high sensitivity for three groundwater parameters (groundwater time delay, baseflow recession constant and aquifer fraction coefficient) and one evaporation parameter (soil evaporation compensation factor). Whereas the soil evaporation compensation factor dominates in baseflow and resaturation periods, groundwater time delay, baseflow recession constant and aquifer fraction coefficient are dominant in the peak and recession phases. The temporal analysis of model performance identifies three clusters with different model performances, which can be related to different phases of the hydrograph. The lowest performance, when comparing six performance measures, is detected for the baseflow cluster. A spatially distributed analysis for six hydrological stations within the Treene catchment shows similar results for all stations. The linkage of periods with poor model performance to the dominant model components in these phases and with the related hydrological processes shows that the groundwater module has the highest potential for improvement. This temporal diagnostic analysis enhances the understanding of the Soil and Water Assessment Tool model and of the dominant hydrological processes in the lowland catchment. Copyright © 2013 John Wiley & Sons, Ltd.

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Sensitivity analysis of environmental models

TL;DR: This paper presents an overview of SA and its link to uncertainty analysis, model calibration and evaluation, robust decision-making, and provides practical guidelines by developing a workflow for the application of SA.
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Global sensitivity analysis in hydrological modeling: Review of concepts, methods, theoretical framework, and applications

TL;DR: A comprehensive review of global SA methods in the field of hydrological modeling, including the relationship between parameter identification, uncertainty analysis, and optimization in hydrology, and how to deal with correlated parameters, and time-varying SA is provided.
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Smart low flow signature metrics for an improved overall performance evaluation of hydrological models

TL;DR: In this article, the authors present a multi-metric evaluation framework to identify calibration runs, which represent the different phases of the hydrograph precisely, and demonstrate the challenge of calibrating a model with a satisfactory performance in high and low phases simultaneously.
Journal ArticleDOI

Application of the SWAT hydrologic model to a tropical watershed at Brazil

TL;DR: In this article, the authors evaluated the ability of the SWAT hydrological model (Soil and Water Assessment Tool) to reproduce continuous daily streamflows of the upper Itapemirim River basin (Brazil).
Journal ArticleDOI

A multi-storage groundwater concept for the SWAT model to emphasize nonlinear groundwater dynamics in lowland catchments

TL;DR: In this paper, an extension of the groundwater module of the Soil and Water Assessment Tool (SWAT) model was proposed to enhance low flow representation. But the model performed poorly for low flow periods.
References
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Journal ArticleDOI

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TL;DR: In this article, the principles governing the application of the conceptual model technique to river flow forecasting are discussed and the necessity for a systematic approach to the development and testing of the model is explained and some preliminary ideas suggested.
Journal ArticleDOI

Model Evaluation Guidelines for Systematic Quantification of Accuracy in Watershed Simulations

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Journal ArticleDOI

Large Area Hydrologic Modeling and Assessment Part i: Model Development

TL;DR: A conceptual, continuous time model called SWAT (Soil and Water Assessment Tool) was developed to assist water resource managers in assessing the impact of management on water supplies and nonpoint source pollution in watersheds and large river basins as discussed by the authors.
Journal ArticleDOI

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Journal ArticleDOI

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