Evaluation of the Hydrological Response of Kiwi Chai Catchment Area to Land Use Changes Using SWAT Model
Subject Areas : Optimal management of water and soil resourcesShirin Mahdavian 1 , Batool Zeynali 2 , Bromand Salahi 3
1 - phd. Student of climatology, Faculty of Literature and Sciences, Mohaghegh Ardabili University,Ardabil, Iran.
2 - Associate Professor, Faculty of Literature and Sciences, Mohaghegh Ardabili University, Ardabil, Iran.
3 - Professor, Department of natural geography, Faculty of Literature and Sciences, Mohaghegh Ardabili University, Ardabil, Iran.
Keywords: Remote sensing, land use change, SWAT, Modeling, Kivi Chai basin,
Abstract :
Introduction: Land use change has a direct impact on hydrological components and water resources and plays an important role in aggravating possible risks such as drought and floods. Therefore, it is necessary to investigate the effects of land use on water components such as runoff. Thus, in this study, the runoff condition of the Kiwi Chai Basin, one of the most important basins in Ardabil province, from an environmental point of view in terms of land use change is investigated using the SWAT model.Methods: ArcGIS 10.1, Envi 5.1, and Ecognition software are used for data processing, classification, and analysis. Also, the method based on radiative transfer models, such as FLAASH, is used as the best method for atmospheric correction. Multiresolution algorithm is applied for segmentation and the nearest neighbor algorithm is used for classification. Then, educational samples are collected from the area using field visits and Google Earth satellite images and used to evaluate the accuracy and precision of the classification. At the end, the Thematic change dynamic detection method is applied in Envi5 to identify the changes that have happened over the years. The SWAT hydrological model is additionally used to investigate the effect of land use changes on the basin's runoff. After extracting the effective parameters in the basin’s outlet, the model is calibrated and validated with SWAT-CUP software and SUFI-2 algorithm. Nash-Sutcliffe indices and coefficient of determination are used to evaluate the results of this stage.Results: In this research, after applying object-oriented land classification, land use map in seven classes of Rainfed agriculture, irrigated agriculture, garden, forest, residential, pasture and water are provided. In the land use map of the basin, pasture cover is the dominant land use class; however, a significant decrease from 1224.18 square kilometers to 1046.59 square kilometers has been observed between 1987 and 2019. The values obtained for R-Factor, P-Factor, R2, NS indicators in the calibration period are, respectively, for Abgarm station (0.53, 0.47,0.71,0.69) and for Firozabad station (0.32,0.3,0.67,0.64) and in the validation period, for Abgram station (0.09,0,0.62,0.56) and for Firozabad station (0.13,0,0.53,0.51), respectively. Based on this, the results obtained in the calibration and validation stage are evaluated as acceptable. The evaluation of the SWAT model's response to land use also shows that, on an annual scale, the amount of flow in Firozabad station has decreases from 3.08 to 2.81 cubic meters per second -8,77percent) and in Abgarm station from 1.11 to 0.96 cubic meters per second (-13.51), which can be attributed to changes in land use, especially the change in the use of pastures and its conversion to rainfed agriculture, gardens, and forests.Conclusion: The trend of land use changes in the basin between 1987 and 2019 has been accompanied by a decreasing trend in rainfed, pasture and water uses and an increasing trend in irrigated agriculture, garden, forest, and residential uses. The high value of the fit of the indicators used in the evaluation of the model indicates that the model has a good capability in simulating the runoff of the basin. Moreover, the model implemented for different land uses illustrates that the flow of the basin in both hydrometric stations in most of the months increase in the short term and decrease in the long term average with the land use change. Continuous land use change is becoming a serious threat to watersheds. Land use change should be controlled in catchment areas, and measures should be taken to stabilize land use change.
Agarwal, C, Green, GM, Grove, J M, Evans, T P and Schweik, CM. (2000): A review and assessment of land‐use change models: dynamics of space, time, and human choice. US Department of Agriculture, Forest Service, Northeastern Research Station General Technical Report NE‐297.
Arnold, JG, Srinivasan, R, Muttiah, RS and Allen, PM. (1999): Continental scale simulation of the hydrologic balance. J. Am. Water Resource Association, 1037‐1051.
Bhatta B., Shrestha S., Shrestha PK., and Talchabhadel R. 2020. Modelling the impact of past and future climate scenarios on streamflow in a highly mountainous watershed: A case study in the West Seti River Basin, Nepal. Science of the Total Environment. Elsevier B.V 740: 140156. https://doi.org/10.1016/j.scitotenv.2020.140156.
doi: 10.22034/hyd.2021.44819.1578
Chemura, A., Rwasoka, D., Mutanga, O., Dube, T., & Mushore, T. (2020). The impact of land-use/land cover changes on water balance of the heterogeneous Buzi sub-catchment, Zimbabwe. Remote Sensing Applications: Society and Environment, 18, 100292.
Getachew H.E., and Melesse A.M. 2012. The Impact of Land Use Change on the Hydrology of the Angereb Watershed, Ethiopia. M. Melesse: The Impact of Land Use Change (http://creativecommons.org/licenses/by/3.0)
Kim, J., J. Choi, C. Choi, and S. Park. 2013. Impacts of changes in climate and land use/land cover under IPCC RCP scenarios on streamflow in the Hoeya River Basin, Korea. Sci. Total Environ. 2: 185-195
Haleem, K., Khan, A. U., Ahmad, S., Khan, M., Khan, F. A., Khan, W., & Khan, J. (2021). Hydrological impacts of climate and land-use change on flow regime variations in upper Indus basin. In Journal of Water and Climate Change (Vol. 13, Issue 2, pp. 758–770). IWA Publishing. https://doi.org/10.2166/wcc.2021.238
Haque M I, Basak R. 2017. Land cover change detection using GIS and remote sensing techniques: A spatio-temporal study on Tanguar Haor, Sunamganj, Bangladesh. The Egyptian Journal of Remote Sensing and Space Sciences 20 (2017) 251–263
Larbi, I., Obuobie, E., Verhoef, A., Julich, S., Feger, K. H., Bossa, A. Y., & Macdonald, D. (2020). Water balance components estimation under scenarios of land cover change in the Vea catchment, West Africa. Hydrological Sciences Journal, 65(13), 2196-2209.
Lerat, J.; Thyer, M.; McInerney, D.; Kavetski, D.; Woldemeskel, F.; Pickett-Heaps, C.; Shin, D.; Feikema, P. A robust approach for calibrating a daily rainfall-runoff model to monthly streamflow data. J. Hydrol. 2020, 591, 125129. [CrossRef]
Maddi, Agil; Kind, Behnam; Ismali, Abazar. (2012). Landslide risk assessment and its zoning using LIM model and GIS technique in Givi Chai watershed, Ardabil. Scientific Journal of Geography and Planning 17(43), 307-326.
Neitsch, S. L., Arnold, J. G., Kiniry, J. R., and Williams, J. R. 2011. Soil and water assessment tool theoretical documentation version 2009: Texas Wanter Resources institute.
Rajabi M , Feyzolahpour M . 2014. Zoning the Landslides of Givichay River Basin by Using Multi Layer Perceptron Model. Geography And Development Iranian Journal, 12(36), 161-180. doi: 10.22111/gdij.17160(In Persian).
Rashtbari, M., & TALEAI, M. (2020). Prediction of Land Use Change and its Hydrological Effects Using Markov Chain Model and SWAT Model. ENGINEERING JOURNAL OF GEOSPATIAL INFORMATION TECHNOLOGY, 7(4), 41-59. https://www.sid.ir/en/journal/ ViewPaper.aspx?id=746055.[in Persian]
Rezaei Moghaddam, M., Mokhtari, D., Samandar, N. (2022). Detection of the effect of land use change trends on discharge and sediment Simulated with SWAT model in Ojan Chay watershed. Hydrogeomorphology, 9(30), 24-1. doi: 10.22034/hyd.2021.42595.1557.[in Persian]
Woyessa, Y. E., & Welderufael, W. A. (2021). Impact of land-use change on catchment water balance: a case study in the central region of South Africa. Geoscience Letters, 8(1), 1-10.
Zeiaei, K., esmali, A., Mostafazadeh, R., Golshan, M. (2021). Assessing the effects of various land use change scenarios on runoff using SWAT model in the Ahl Iman watershed. Hydrogeomorphology, 8(27), 138-123.
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