Assessment of the impacts of land use/land cover change on water resources in the Diyala River, Iraq
In this study, the analysis was carried out concerning previous changes in land use/land cover (LULC) for 2 years, 2000 and 2020, and their impact on water resources in the Diyala River Watershed in Iraq was assessed. The Soil and Water Assessment Tool (SWAT) model is a hydrological model used to pe...
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| Format: | Article |
| Language: | English |
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De Gruyter
2023-10-01
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| Series: | Open Engineering |
| Subjects: | |
| Online Access: | https://doi.org/10.1515/eng-2022-0456 |
| _version_ | 1827793340002729984 |
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| author | Khudier Ahmed Sagban Hamdan Ahmed Naseh Ahmed |
| author_facet | Khudier Ahmed Sagban Hamdan Ahmed Naseh Ahmed |
| author_sort | Khudier Ahmed Sagban |
| collection | DOAJ |
| description | In this study, the analysis was carried out concerning previous changes in land use/land cover (LULC) for 2 years, 2000 and 2020, and their impact on water resources in the Diyala River Watershed in Iraq was assessed. The Soil and Water Assessment Tool (SWAT) model is a hydrological model used to perform the hydrological modeling process for LULC maps. The data for LULC were collected using the Landsat satellite with a resolution of 30 m, and it was classified using geographical information systems (ArcGIS). Using the confusion matrix, the accuracy of the maps for the years 2000 and 2020 was evaluated, the overall accuracy was more than 90%, and the kappa coefficient (ka) was more than 88%, which indicates the accuracy of the classification and is ideal for use in modeling work. SUFI-2 included with the SWATCUP program was used to perform the calibration and the results were validated for the outflow of the two gauging stations within the study area of Hemren station and Derbendikhan station as a monthly time step for a baseline map LULC 2000, in the period 1996–2020 with 4 years as warm up. Coefficient of determination (R
2), Nash–Sutcliffe efficiency (NSE), and percent bias (Pbias) were used, which were the most common indicators for evaluating the performance of the statistical model. The results indicated that the values of R
2 during the calibration and validation processes were (0.84–0.88) and (0.85–0.87), respectively; the NSE was (0.87–0.85), and the Pbias was (4.2–6.8)% and (5.8 to −4.1)%, respectively. Therefore, the calibration and verification results were good and satisfactory. In addition to the two LULC maps for 2000 and 2020, the parameters of the modified SWAT model were utilized to estimate the effects on the Diyala River Basin. The study found that LULC change affects basins and sub-basins differently. At the basin, hydrological parameters were largely unaffected by LULC changes. However, at the sub-basin level, the water yield and the surface runoff were changed between (−6.45 to 4.67)% and (−2.9 to 9.88)%, respectively. |
| first_indexed | 2024-03-11T18:17:11Z |
| format | Article |
| id | doaj.art-6560b4362f7c4739a48b3c9512741c5e |
| institution | Directory Open Access Journal |
| issn | 2391-5439 |
| language | English |
| last_indexed | 2024-03-11T18:17:11Z |
| publishDate | 2023-10-01 |
| publisher | De Gruyter |
| record_format | Article |
| series | Open Engineering |
| spelling | doaj.art-6560b4362f7c4739a48b3c9512741c5e2023-10-16T06:06:07ZengDe GruyterOpen Engineering2391-54392023-10-011311006201410.1515/eng-2022-0456Assessment of the impacts of land use/land cover change on water resources in the Diyala River, IraqKhudier Ahmed Sagban0Hamdan Ahmed Naseh Ahmed1Architectural Engineering Department, Engineering College, Basrah University, Basrah, IraqCivil Engineering Department, Engineering College, Basrah University, Basrah, IraqIn this study, the analysis was carried out concerning previous changes in land use/land cover (LULC) for 2 years, 2000 and 2020, and their impact on water resources in the Diyala River Watershed in Iraq was assessed. The Soil and Water Assessment Tool (SWAT) model is a hydrological model used to perform the hydrological modeling process for LULC maps. The data for LULC were collected using the Landsat satellite with a resolution of 30 m, and it was classified using geographical information systems (ArcGIS). Using the confusion matrix, the accuracy of the maps for the years 2000 and 2020 was evaluated, the overall accuracy was more than 90%, and the kappa coefficient (ka) was more than 88%, which indicates the accuracy of the classification and is ideal for use in modeling work. SUFI-2 included with the SWATCUP program was used to perform the calibration and the results were validated for the outflow of the two gauging stations within the study area of Hemren station and Derbendikhan station as a monthly time step for a baseline map LULC 2000, in the period 1996–2020 with 4 years as warm up. Coefficient of determination (R 2), Nash–Sutcliffe efficiency (NSE), and percent bias (Pbias) were used, which were the most common indicators for evaluating the performance of the statistical model. The results indicated that the values of R 2 during the calibration and validation processes were (0.84–0.88) and (0.85–0.87), respectively; the NSE was (0.87–0.85), and the Pbias was (4.2–6.8)% and (5.8 to −4.1)%, respectively. Therefore, the calibration and verification results were good and satisfactory. In addition to the two LULC maps for 2000 and 2020, the parameters of the modified SWAT model were utilized to estimate the effects on the Diyala River Basin. The study found that LULC change affects basins and sub-basins differently. At the basin, hydrological parameters were largely unaffected by LULC changes. However, at the sub-basin level, the water yield and the surface runoff were changed between (−6.45 to 4.67)% and (−2.9 to 9.88)%, respectively.https://doi.org/10.1515/eng-2022-0456arc swat modeldiyala riverhydrological modellulc changes |
| spellingShingle | Khudier Ahmed Sagban Hamdan Ahmed Naseh Ahmed Assessment of the impacts of land use/land cover change on water resources in the Diyala River, Iraq Open Engineering arc swat model diyala river hydrological model lulc changes |
| title | Assessment of the impacts of land use/land cover change on water resources in the Diyala River, Iraq |
| title_full | Assessment of the impacts of land use/land cover change on water resources in the Diyala River, Iraq |
| title_fullStr | Assessment of the impacts of land use/land cover change on water resources in the Diyala River, Iraq |
| title_full_unstemmed | Assessment of the impacts of land use/land cover change on water resources in the Diyala River, Iraq |
| title_short | Assessment of the impacts of land use/land cover change on water resources in the Diyala River, Iraq |
| title_sort | assessment of the impacts of land use land cover change on water resources in the diyala river iraq |
| topic | arc swat model diyala river hydrological model lulc changes |
| url | https://doi.org/10.1515/eng-2022-0456 |
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