Comparison of Hydrological Platforms in Assessing Rainfall-Runoff Behavior in a Mediterranean Watershed of Northern Morocco

This research evaluates the applicability of different types of hydrological models to simulate discharge behavior scenarios in a northern Moroccan watershed, Oued Laou watershed (OLW). In this context, an improved understanding of the runoff mechanisms through hydrological modeling of the OLW can assist in the hazard risk management and facilitate the effective planning of water resources. For that end, a multitude of hydrological models were used to perform a very efficient modelling, and a comparative approach was adopted. Comparison of the models allowed the determination of potential sources of uncertainty in hydrological modelling of a subhumid watershed. Three models (ATelier Hydrologique Spatialisé (ATHYS), Hydrologic Modeling System (HEC-HMS), and Soil and Water Assessment Tool (SWAT)) with different characteristics were employed for a continuous modelling approach. The models were calibrated and validated using observed daily rainfall and streamflow data for 4 years (2004–2008) and 3 years (2009–2011), respectively. The multi-criteria model comparison (R², NSE, RSR, and PBIAS) showed that all three models are capable of reproducing the observed flows. The SWAT model performed well over both periods (NSE = 0.76 for calibration), with an improvement in validation (NSE = 0.84). A good agreement was also observed in the HEC-HMS model outputs, with an approximately stable NSE of 0.77 and 0.78 for calibration and validation phases, respectively. The ATHYS model showed a NSE value of 0.67 during the calibration, with a decrease of 0.06 towards the validation period. The other performance criteria confirmed these findings. Additionally, results suggest that semi-distributed and conceptual hydrological models are particularly suitable for the OLW given their physical heterogeneity. Generally, the integration of these models may be suitable for water resources assessment in OLW.

[1]  M. Tan,et al.  Coupling SWAT and Bi-LSTM for improving daily-scale hydro-climatic simulation and climate change impact assessment in a tropical river basin. , 2023, Journal of environmental management.

[2]  Xu Wang,et al.  A Decomposition-based Multi-model and Multi-parameter Ensemble Forecast Framework for Monthly Streamflow Forecasting , 2023, Journal of Hydrology.

[3]  D. Serpa,et al.  Influence of DEM Resolution on the Hydrological Responses of a Terraced Catchment: An Exploratory Modelling Approach , 2022, Remote. Sens..

[4]  M. Faramarzi,et al.  Evaluation of the SWAT Model for the Simulation of Flow and Water Balance Based on Orbital Data in a Poorly Monitored Basin in the Brazilian Amazon , 2022, Geographies.

[5]  J. Kanclerz,et al.  Assessing the Effects of Urbanization on Water Flow and Flood Events Using the HEC-HMS Model in the Wirynka River Catchment, Poland , 2022, Water.

[6]  B. Maathuis,et al.  Hydrological Response of Tropical Catchments to Climate Change as Modeled by the GR2M Model: A Case Study in Costa Rica , 2022, Sustainability.

[7]  C. Ndehedehe,et al.  Understanding Hydrological Processes under Land Use Land Cover Change in the Upper Genale River Basin, Ethiopia , 2022, Water.

[8]  Shenglian Guo,et al.  A Modified Two-Parameter Monthly Water Balance Model for Runoff Simulation to Assess Hydrological Drought , 2022, Water.

[9]  B. Leibowicz,et al.  System Dynamics Modeling in Local Water Management: Assessing Strategies for the City of Boerne, Texas , 2022, Water.

[10]  S. Asano,et al.  Hydrological evaluation of radar and satellite gauge-merged precipitation datasets using the SWAT model: Case of the Terauchi catchment in Japan , 2022, Journal of Hydrology: Regional Studies.

[11]  A. Boudhar,et al.  Sensitivity analysis of CN using SCS-CN approach, rain gauges and TRMM satellite data assessment into HEC-HMS hydrological model in the upper basin of Oum Er Rbia, Morocco , 2022, Modeling Earth Systems and Environment.

[12]  N. Shekar,et al.  Performance of HEC-HMS and SWAT to simulate streamflow in the sub-humid tropical Hemavathi catchment , 2021, Journal of Water and Climate Change.

[13]  Yongqiang Zhang,et al.  Selecting Hydrological Models for Developing Countries: Perspective of Global, Continental, and Country Scale Models over Catchment Scale Models , 2021 .

[14]  Tianfang Xu,et al.  Machine learning for hydrologic sciences: An introductory overview , 2021, WIREs Water.

[15]  T. Gomi,et al.  A Review of SWAT Model Application in Africa , 2021, Water.

[16]  N. Chahinian,et al.  Network representation in hydrological modelling on urban catchments in data-scarce contexts: A case study on the Oued Fez catchment (Morocco) , 2021, Journal of Hydrology: Regional Studies.

[17]  M. Scholz,et al.  Rainfall-Runoff Modeling Using the HEC-HMS Model for the Al-Adhaim River Catchment, Northern Iraq , 2021, Hydrology.

[18]  L. Benaabidate,et al.  Modeling of Continuous and Extreme Hydrological Processes Using Spatially Distributed Models MERCEDES, VICAIR and VISHYR in a Mediterranean Watershed , 2021 .

[19]  L. Pospíšil,et al.  The Calibration of Evaporation Models against the Penman–Monteith Equation on Lake Most , 2020, Sustainability.

[20]  Alemu O. Aga,et al.  Evaluating the Performance of HEC-HMS and SWAT Hydrological Models in Simulating the Rainfall-Runoff Process for Data Scarce Region of Ethiopian Rift Valley Lake Basin , 2020, Open Journal of Modern Hydrology.

[21]  O. Tzoraki,et al.  Hydrological modeling of three rivers under Mediterranean climate in Chile, Greece, and Morocco: study of high flow trends by indicator calculation , 2020, Arabian Journal of Geosciences.

[22]  Omayma Amellah,et al.  Spatialization and assessment of flood hazard using 1D numerical simulation in the plain of Oued Laou (north Morocco) , 2020, Arabian Journal of Geosciences.

[23]  Z. Lv,et al.  Predicting of Runoff Using an Optimized SWAT-ANN: A Case Study , 2020, Journal of Hydrology: Regional Studies.

[24]  A. Kiem,et al.  Evaluation of rainfall–runoff model performance under non-stationary hydroclimatic conditions , 2020 .

[25]  Duong Tran Anh,et al.  Deep learning convolutional neural network in rainfall–runoff modelling , 2020, Journal of Hydroinformatics.

[26]  Abdessalam Ouallali,et al.  Hydrological foretelling uncertainty evaluation of water balance components and sediments yield using a multi-variable optimization approach in an external Rif’s catchment. Morocco , 2020 .

[27]  Han Soo Lee,et al.  Watershed Modelling of the Mindanao River Basin in the Philippines Using the SWAT for Water Resource Management , 2020 .

[28]  A. B. Serur Modeling blue and green water resources availability at the basin and sub-basin level under changing climate in the Weyb River basin in Ethiopia , 2020 .

[29]  N. Alaa,et al.  Modelling of flood propagation in a semi-arid environment case of the N'FIS basin - Moroccan Western high atlas , 2020 .

[30]  D. Stathis,et al.  Evaluation of Hydrological and Hydraulic Models Applied in Typical Mediterranean Ungauged Watersheds Using Post-Flash-Flood Measurements , 2020, Hydrology.

[31]  Paulin Coulibaly,et al.  Identification of hydrological models for operational flood forecasting in St. John’s, Newfoundland, Canada , 2020 .

[32]  L. V. van Rensburg,et al.  Techniques for calibration and validation of SWAT model in data scarce arid and semi-arid catchments in South Africa , 2019, Journal of Hydrology: Regional Studies.

[33]  J. Paturel,et al.  Comparison of hydrological models for use in climate change studies: A test on 241 catchments in West and Central Africa , 2019, Comptes Rendus Geoscience.

[34]  L. Benaabidate,et al.  Implementation of Distributed Hydrological Modeling in a Semi-Arid Mediterranean Catchment "Azzaba, Morocco" , 2019, Journal of Ecological Engineering.

[35]  Bouadila Abdelmounim,et al.  Assessment of the SWAT Model and the Parameters Affecting the Flow Simulation in the Watershed of Oued Laou (Northern Morocco) , 2019, Journal of Ecological Engineering.

[36]  Antonio M. Moreno-Rodenas,et al.  Considering Rain Gauge Uncertainty Using Kriging for Uncertain Data , 2018, Atmosphere.

[37]  B. Cade-Menun,et al.  Hydrological modeling of the pipestone creek watershed using the Soil Water Assessment Tool (SWAT): Assessing impacts of wetland drainage on hydrology , 2017 .

[38]  B. Lemma,et al.  SWAT based hydrological assessment and characterization of Lake Ziway sub-watersheds, Ethiopia , 2017 .

[39]  M. Clark,et al.  Mapping (dis)agreement in hydrologic projections , 2017 .

[40]  M. Errih,et al.  Uncertainty analysis of HEC-HMS model using the GLUE method for flash flood forecasting of Mekerra watershed, Algeria , 2016, Arabian Journal of Geosciences.

[41]  Mauricio Zambrano-Bigiarini,et al.  Assessing the role of uncertain precipitation estimates on the robustness of hydrological model parameters under highly variable climate conditions , 2016 .

[42]  L. Benaabidate,et al.  Comparison Of Two Hydrological Models (Lumped And Distributed) Over A Pilot Area Of The Issen Watershed In The Souss Basin, Morocco , 2016 .

[43]  Thomas Fischer,et al.  Hydrological model comparison and assessment: criteria from catchment scales and temporal resolution , 2016 .

[44]  K. Ibrahim-Bathis,et al.  Rainfall-runoff modelling of Doddahalla watershed—an application of HEC-HMS and SCN-CN in ungauged agricultural watershed , 2016, Arabian Journal of Geosciences.

[45]  S. Stisen,et al.  Inter-comparison of three distributed hydrological models with respect to seasonal variability of soil moisture patterns at a small forested catchment , 2016 .

[46]  Denis Ruelland,et al.  Evaluating Robustness of Conceptual Rainfall-runoff Models under Climate Variability in Northern Tunisia , 2016 .

[47]  Sabine Attinger,et al.  Accelerating advances in continental domain hydrologic modeling , 2015 .

[48]  Frank Ewert,et al.  Crop modelling for integrated assessment of risk to food production from climate change , 2015, Environ. Model. Softw..

[49]  Mario Putti,et al.  Physically based modeling in catchment hydrology at 50: Survey and outlook , 2015 .

[50]  Zhiqiang Gao,et al.  Runoff simulation using a modified SWAT model with spatially continuous HRUs , 2015, Environmental Earth Sciences.

[51]  Vazken Andréassian,et al.  On the lack of robustness of hydrologic models regarding water balance simulation: a diagnostic approach applied to three models of increasing complexity on 20 mountainous catchments , 2014 .

[52]  S. Somot,et al.  High-resolution Med-CORDEX regional climate model simulations for hydrological impact studies: a first evaluation of the ALADIN-Climate model in Morocco , 2013 .

[53]  D. Halwatura,et al.  Application of the HEC-HMS model for runoff simulation in a tropical catchment , 2013, Environ. Model. Softw..

[54]  B. Merkel,et al.  Modelling Rainfall Runoff Relations Using HEC-HMS and IHACRES for a Single Rain Event in an Arid Region of Jordan , 2013, Water Resources Management.

[55]  Chong-Yu Xu,et al.  Evapotranspiration estimation methods in hydrological models , 2013, Journal of Geographical Sciences.

[56]  Hubert H. G. Savenije,et al.  An approach to identify time consistent model parameters: sub-period calibration , 2013 .

[57]  Luca Brocca,et al.  Estimation of antecedent wetness conditions for flood modelling in northern Morocco , 2012 .

[58]  François Anctil,et al.  Multimodel evaluation of twenty lumped hydrological models under contrasted climate conditions , 2011 .

[59]  Günter Blöschl,et al.  Time stability of catchment model parameters: Implications for climate impact analyses , 2011 .

[60]  Suraje Dessai,et al.  Robust adaptation to climate change , 2010 .

[61]  B. Arheimer,et al.  Development and testing of the HYPE (Hydrological Predictions for the Environment) water quality model for different spatial scales , 2010 .

[62]  Yang Hong,et al.  Estimation of global SCS curve numbers using satellite remote sensing and geospatial data , 2008 .

[63]  Giuseppe Tito Aronica,et al.  Derivation of flood frequency curves in poorly gauged Mediterranean catchments using a simple stochastic hydrological rainfall-runoff model , 2007 .

[64]  Johan Alexander Huisman,et al.  Analysing the effects of soil properties changes associated with land use changes on the simulated water balance: A comparison of three hydrological catchment models for scenario analysis , 2007 .

[65]  C. Tebaldi,et al.  Linking climate change modelling to impacts studies: recent advances in downscaling techniques for hydrological modelling , 2007 .

[66]  K. Dulal,et al.  A Framework for the Analysis of Uncertainty in the Measurement of Precipitation Data: a Case Study for Nepal , 2006 .

[67]  C. Perrin,et al.  Improvement of a parsimonious model for streamflow simulation , 2003 .

[68]  C. Perrin,et al.  Does a large number of parameters enhance model performance? Comparative assessment of common catchment model structures on 429 catchments , 2001 .

[69]  John R. Williams,et al.  LARGE AREA HYDROLOGIC MODELING AND ASSESSMENT PART I: MODEL DEVELOPMENT 1 , 1998 .

[70]  John Ewen,et al.  Validation of catchment models for predicting land-use and climate change impacts. 1. Method , 1996 .

[71]  Wolfgang-Albert Flügel,et al.  Delineating hydrological response units by geographical information system analyses for regional hydrological modelling using PRMS/MMS in the drainage basin of the River Bröl, Germany , 1995 .

[72]  M. Sharp,et al.  Influence of glacier hydrology on the dynamics of a large Quaternary ice sheet , 1992 .

[73]  V. Klemeš,et al.  Operational Testing of Hydrological Simulation Models , 2022 .

[74]  John R. Williams,et al.  HYMO flood routing , 1975 .

[75]  J. Nash,et al.  River flow forecasting through conceptual models part I — A discussion of principles☆ , 1970 .

[76]  I. Bouizrou,et al.  Spatio-temporal analysis of trends and variability in precipitation across Morocco: Comparative analysis of recent and old non-parametric methods , 2022, Journal of African Earth Sciences.

[77]  L. Hay,et al.  PRMS-IV, the precipitation-runoff modeling system, version 4 , 2015 .

[78]  Sanjay Shukla,et al.  MIKE SHE: model use, calibration, and validation. , 2012 .

[79]  Adil Salhi,et al.  Aplicación del método DRASTIC para evaluar la vulnerabilidad a la contaminación del acuífero de Oued Laou (Marruecos) , 2006 .

[80]  D. Lettenmaier,et al.  Hydrologic Implications of Dynamical and Statistical Approaches to Downscaling Climate Model Outputs , 2004 .

[81]  C. Bouvier,et al.  ATHYS: a hydrological environment for spatial modelling and coupling with GIS , 1996 .

[82]  Benjamin Kedem,et al.  An analysis of the threshold method for measuring area-average rainfall. , 1990 .

[83]  D. Overton Muskingum flood routing of upland streamflow , 1966 .