Abstract

Abstract. The Soil and Water Assessment Tool (SWAT) is an integrated river basin model that is widely applied within the Nile basin. Up to date, more than 20 peer-reviewed papers describe the use of SWAT for a variety of problems in the upper Nile basin countries, such as erosion modelling, land use and climate change impact modelling and water resources management. The majority of the studies are focused on locations in the tropical highlands in Ethiopia and around Lake Victoria. The popularity of SWAT is attributed to the fact that the tool is freely available and that it is readily applicable through the development of geographic information system (GIS) based interfaces and its easy linkage to sensitivity, calibration and uncertainty analysis tools. The online and free availability of basic GIS data that are required for SWAT made its applicability more straightforward even in data-scarce areas. However, the easy use of SWAT may not always lead to appropriate models which is also a consequence of the quality of the available free databases in these regions. In this paper, we aim at critically reviewing the use of SWAT in the context of the modelling purpose and problem descriptions in the tropical highlands of the Nile basin countries. To evaluate the models that are described in journal papers, a number of criteria are used to evaluate the model set-up, model performances, physical representation of the model parameters, and the correctness of the hydrological model balance. On the basis of performance indicators, the majority of the SWAT models were classified as giving satisfactory to very good results. Nevertheless, the hydrological mass balances as reported in several papers contained losses that might not be justified. Several papers also reported the use of unrealistic parameter values. More worrying is that many papers lack this information. For this reason, most of the reported SWAT models have to be evaluated critically. An important gap is the lack of attention that is given to the vegetation and crop processes. None of the papers reported any adaptation to the crop parameters, or any crop-related output such as leaf area index, biomass or crop yields. A proper simulation of the land cover is important for obtaining correct runoff generation, evapotranspiration and erosion computations. It is also found that a comparison of SWAT applications on the same or similar case study but by different research teams and/or model versions resulted in very different results. It is therefore recommended to find better methods to evaluate the representativeness of the distributed processes and parameters (especially when land use studies are envisaged) or predictions of the future through environmental changes. The main recommendation is that more details on the model set-up, the parameters and outputs should be provided in the journal papers or supplementary materials in order to allow for a more stringent evaluation of these models.

Highlights

  • The Soil and Water Assessment Tool (SWAT) is a physically based, spatially distributed, continuous time hydrological model (Arnold et al, 1998)

  • The evaluation is done on so-called performance indicators as well as on evaluation of to what extent the hydrological and agricultural processes are realistically represented by means of parameter and mass balance evaluations and to what extent the models are able to tackle the problem

  • A fit-to-observations criteria compute the error between the model outputs and observations for the same variable and are the most typical evaluation criteria to evaluate the performance of hydrological modelling

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Summary

Introduction

The Soil and Water Assessment Tool (SWAT) is a physically based, spatially distributed, continuous time hydrological model (Arnold et al, 1998). The SWAT modelling tool simulates, among others, climate changes, hydrologic processes, land use changes, water use management, water quality and water quantity assessments (Gassman et al, 2007). SWAT requires a number of basin-specific input data encompassing different components such as weather, hydrology, erosion/sedimentation, plant growth, nutrients, pesticides, agricultural management, channel routing, and pond/reservoir routing. The purpose of this review, is to evaluate various models that have been reported in peer-reviewed journal papers in the upper Nile countries by looking at their used approaches and methods with respect to what they state to achieve. In order to do so, the authors follow several fit-for-purpose (how useful is the model for its purpose), fit-to-observation (how well do the model outputs fit to field observations), and fit-to-reality (how well do the models represent the physical processes) evaluation criteria designed for measuring strength/weakness of the various SWAT models the journal papers were based on. The paper is structured as follows: in Sect. 2, we describe the models in the Nile basin; in Sect. 3 we describe the criteria used in the review process; Sect. 4 describes the result, and Sect. 5 gives conclusions and recommendations

Case study and model descriptions
The upper Nile basin
Land use change impact analysis
Climate change uncertainty and impact analyses
Erosion modelling
Evaluation criteria
Criteria for fit-to-observations
Criteria for fit-to-reality
Process representation
Evaluation
Parameter value evaluations
Mass balance evaluations
Fit-to-purpose
Fit-to-observations
Fit-to-reality evaluations
Mass balance evaluation
Parameter values
Conclusions and recommendations
Full Text
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