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Katipoğlu OM, Mohammadi B, Keblouti M. Bee-inspired insights: Unleashing the potential of artificial bee colony optimized hybrid neural networks for enhanced groundwater level time series prediction. ENVIRONMENTAL MONITORING AND ASSESSMENT 2024; 196:724. [PMID: 38990407 DOI: 10.1007/s10661-024-12838-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2024] [Accepted: 06/15/2024] [Indexed: 07/12/2024]
Abstract
Analysis of the change in groundwater used as a drinking and irrigation water source is of critical importance in terms of monitoring aquifers, planning water resources, energy production, combating climate change, and agricultural production. Therefore, it is necessary to model groundwater level (GWL) fluctuations to monitor and predict groundwater storage. Artificial intelligence-based models in water resource management have become prevalent due to their proven success in hydrological studies. This study proposed a hybrid model that combines the artificial neural network (ANN) and the artificial bee colony optimization (ABC) algorithm, along with the ensemble empirical mode decomposition (EEMD) and the local mean decomposition (LMD) techniques, to model groundwater levels in Erzurum province, Türkiye. GWL estimation results were evaluated with mean square error (MSE), coefficient of determination (R2), and residual sum of squares (RSS) and visually with violin, scatter, and time series plot. The study results indicated that the EEMD-ABC-ANN hybrid model was superior to other models in estimating GWL, with R2 values ranging from 0.91 to 0.99 and MSE values ranging from 0.004 to 0.07. It has also been revealed that promising GWL predictions can be made with previous GWL data.
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Affiliation(s)
- Okan Mert Katipoğlu
- Department of Civil Engineering, Faculty of Engineering and Architecture, Erzincan Binali Yıldırım University, Erzincan, Turkey.
| | - Babak Mohammadi
- Department of Physical Geography and Ecosystem Science, Lund University, Sölvegatan 12, 223 62, Lund, Sweden
| | - Mehdi Keblouti
- Department of Civil Engineering and Hydraulic, Institute of Sciences and Technology, Abdelhafid Boussouf University Center, RP 26, 43000, Mila, Algeria
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2
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Chandra NA, Sahoo SN. Groundwater levels and resiliency mapping under land cover and climate change scenarios: a case study of Chitravathi basin in Southern India. ENVIRONMENTAL MONITORING AND ASSESSMENT 2023; 195:1394. [PMID: 37906373 DOI: 10.1007/s10661-023-11995-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Accepted: 10/19/2023] [Indexed: 11/02/2023]
Abstract
Chitravathi basin in India is facing significant challenges as its groundwater resources are facing the impact of land cover and climate change. This study explores the impact of land cover and climate change on groundwater levels and groundwater recharge in the basin using CMIP6 GCMs climate projections data. Taylor Skill Score (TSS) and Rating Metric (RM) were used to rank the GCMs. The top four ranked GCMs, i.e., MPI-ESM1-2-LR, EC-Earth3, MPI-ESM1-2-HR, and INM-CM5-0 were found to produce the most accurate projections under scenarios SSP2-4.5 and SSP5-8.5. Cellular Automata-Artificial Neural Network (CA-ANN) was used to develop future LULC maps. SWAT model was applied for estimating the future groundwater recharge and was calibrated and validated for discharge data, giving the values of R2 = 0.84 and 0.82 and NSE = 0.81 and 0.80 during calibration and validation, respectively. A steady-state groundwater flow model, MODFLOW, was employed to estimate future groundwater levels. Based on the projected groundwater recharge and levels, a resiliency map of the basin was developed. The results indicated that by 2060, under SSP2-4.5 scenario, groundwater levels in the basin would decrease by 54 m, while under the SSP5-8.5 scenario, the decrease would be 62 m. The groundwater resiliency for both SSPs would be poor in 2060. This research will help design and implement adaptation measures to mitigate the impacts of land cover and climate change on Chitravathi basin's groundwater resources. These findings will help to protect and preserve the basin's groundwater supplies.
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Affiliation(s)
- Nathi Ajay Chandra
- Department of Civil Engineering, National Institute of Technology (NIT), Rourkela, Odisha, India
| | - Sanat Nalini Sahoo
- Department of Civil Engineering, National Institute of Technology (NIT), Rourkela, Odisha, India.
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3
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Niroumand Fard F, Khashei Siuki A, Hashemi SR, Ghorbani K. Evaluation of the effect of scenarios in the 6th report of IPCC on the prediction groundwater level using the non-linear model of the input-output time series. ENVIRONMENTAL MONITORING AND ASSESSMENT 2023; 195:1359. [PMID: 37870658 DOI: 10.1007/s10661-023-11872-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/13/2023] [Accepted: 09/11/2023] [Indexed: 10/24/2023]
Abstract
Due to the increase in greenhouse gases, water and climate crises, increasing population, and decreasing water resources, accurately predicting the changes in the GWL is essential for the management of water resources. For this purpose, in this research, the MIROCES2L model was used to predict the climatic parameters of Birjand Plain under three scenarios of the sixth climate change report: SSP1-2.6, SSP2-4.5, and SSP5-8.5. The minimum temperature, maximum temperature, and precipitation parameters from these three scenarios were measured using the CMhyd model. The results indicated that the minimum and maximum temperature would generally increase in the future under the influence of climate change, but precipitation has a sinusoidal behavior and has a decreasing trend in the summer and spring seasons and an increasing trend in the winter and autumn seasons. Then, three ANN, NIO, and MLR models were employed to simulate groundwater depletion. The results indicated that the evaluation of the performance criteria of the NIO model is superior to the other two models, and it was chosen as the model for predicting groundwater depletion in the future period under the influence of climate change based on all three mentioned scenarios. The final results of this research indicated that the GWL of Birjand Plain in the future period (2024-2041) under the SSP1-2.6, SSP2-4.5, and SSP5-8.5 scenarios would respectively decrease to 5.58m, 5.13m, and 5.38. The results of this research indicate that the need for sustainable management to conserve groundwater resources is also very important in the study area.
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Affiliation(s)
- Fariba Niroumand Fard
- Department of Water Science and Engineering, Faculty of Agriculture, University of Birjand, Birjand, Iran
| | - Abbas Khashei Siuki
- Department of Water Science and Engineering, Faculty of Agriculture, University of Birjand, Birjand, Iran.
| | - Seyed Reza Hashemi
- Department of Water Science and Engineering, Faculty of Agriculture, University of Birjand, Birjand, Iran
| | - Khalil Ghorbani
- Department of Water Science and Engineering, Faculty of Water and Soil Engineering, Gorgan University of Agricultural Sciences and Natural Resources, Gorgan, Iran
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4
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Chuko FW, Abdissa AG. Impact of land-use dynamics and climate change scenarios on Groundwater recharge in the case of Anger watershed, Ethiopia. Heliyon 2023; 9:e18467. [PMID: 37554792 PMCID: PMC10404673 DOI: 10.1016/j.heliyon.2023.e18467] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Revised: 07/18/2023] [Accepted: 07/18/2023] [Indexed: 08/10/2023] Open
Abstract
An assessment of land use dynamics and climate variability impacts on hydrological processes is vital and a prerequisite for effective water resources management. This study aimed to quantify the effect of land-use changes and long-term climate variability on the Anger watershed's annual groundwater recharge, which covers a total drainage area of 7717 km2. The WetSpass (Water and Energy Transfer between Soil, Plants, and Atmosphere under quasi-Steady State) model was used to investigate the impact of land cover and climate variability on groundwater. The Mann-Kendall (MK) test was used to analyze the spatial variations and temporal trends of the climate variables in the watershed. Input data for the model, such as land use, hydro-meteorological data, soil texture, topography, and groundwater elevation parameters, were prepared in the form of gridded maps with a 30 m resolution. The model results indicate that land-use change and climate variability considerably impact distributed groundwater recharges. Groundwater recharge decreased with land use in 2000 and 2019, respectively, as compared to baseline land usage (1985). The study also demonstrates how the anticipated future combination of less precipitation and higher temperatures has a detrimental effect on the watershed's annual average groundwater recharge. Future rising temperatures and reduced precipitation are projected to result in an average annual groundwater recharge showing significant decreases in 2050, 2080, and 2110, respectively, according to scenario-based models. The result has provided valuable information on the management and response of groundwater recharge to climate and land-use changes, particularly for the Anger watershed and for the total country as well.
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Affiliation(s)
- Fikadu Warku Chuko
- Department of Earth Sciences, Wollega University, P.O. Box 395, Nekemte, Ethiopia
| | - Abera Gonfa Abdissa
- Department of Earth Sciences, Wollega University, P.O. Box 395, Nekemte, Ethiopia
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Kassem Y, Gökçekuş H, Mosbah AAS. Prediction of monthly precipitation using various artificial models and comparison with mathematical models. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2023; 30:41209-41235. [PMID: 36630036 DOI: 10.1007/s11356-022-24912-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Accepted: 12/18/2022] [Indexed: 06/17/2023]
Abstract
Precipitation (PP) prediction is an interesting topic in the meteorology or hydrology field since it is directly related to agriculture, the management of water resources in hydrologic basins, and water scarcity. Selecting the right model to predict precipitation has always been a challenge because it could help researchers to use the proper model for their purposes. Accordingly, the performance of five artificial models (feed-forward neural network, cascade forward neural network, Elman neural network, multi-layer perceptron neural network, and radial basis neural network) and three mathematical models (Poisson regression model (PRM), quadratic model, and multiple linear regression) were evaluated for their ability to predict the monthly precipitation in Mediterranean coastal cities located in Eastern part of Mediterranean Sea for the first time. Twenty-seven Mediterranean coastal cities are considered case studies. For this aim, scenario 1 and scenario 2 with various input variables are proposed. Scenario 1 is developed using the number of months (MN), maximum temperature (Tmax), minimum temperature (Tmin), downward radiation (DR), wind speed (WS), vapor pressure (VP), and actual evapotranspiration (AE). Scenario 2 is developed by adding geographical coordinates (latitude, longitude, and altitude) to the global meteorological data to see the impact of geographical coordinates on the accuracy of the prediction of monthly precipitation. This study utilized the monthly data, which were obtained from TerraClimate for the period from 2010 to 2021. Based on the performance indexes, the PRM model performed best for the prediction of monthly precipitation in all selected locations compared to other models. Moreover, the results indicate that scenario 2 ([Formula: see text]) has shown higher prediction accuracy compared to scenario 1 ([Formula: see text]). In conclusion, PRM with the combination of [[Formula: see text]] had RMSE value that was lower by 12% relative to PRM with the combination of [[Formula: see text]]. Consequently, the PRM model can be recommended for modeling the complexity of interactions for precipitation-climate conditions-geographical coordinates and predicting precipitation.
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Affiliation(s)
- Youssef Kassem
- Department of Mechanical Engineering, Near East University, Engineering Faculty, Via Mersin 10, 99138, Nicosia,Turkey, Cyprus.
- Department of Civil Engineering, Civil and Environmental Engineering Faculty, Near East University, Via Mersin 10, 99138, NicosiaTurkey, Cyprus.
- Energy, Environment, and Water Research Center, Near East University, Via Mersin 10, 99138, Nicosia,Turkey, Cyprus.
- Engineering Faculty, Kyrenia University, Via Mersin 10, 99138, KyreniaTurkey, Cyprus.
| | - Hüseyin Gökçekuş
- Department of Civil Engineering, Civil and Environmental Engineering Faculty, Near East University, Via Mersin 10, 99138, NicosiaTurkey, Cyprus
- Energy, Environment, and Water Research Center, Near East University, Via Mersin 10, 99138, Nicosia,Turkey, Cyprus
- Engineering Faculty, Kyrenia University, Via Mersin 10, 99138, KyreniaTurkey, Cyprus
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Aloui S, Mazzoni A, Elomri A, Aouissi J, Boufekane A, Zghibi A. A review of Soil and Water Assessment Tool (SWAT) studies of Mediterranean catchments: Applications, feasibility, and future directions. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2023; 326:116799. [PMID: 36413953 DOI: 10.1016/j.jenvman.2022.116799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 10/16/2022] [Accepted: 11/13/2022] [Indexed: 06/16/2023]
Abstract
The Soil and Water Assessment Tool (SWAT) is a well-established eco-hydrological model that has been extensively applied to watersheds across the globe. This work reviews over two decades (2002-2022) of SWAT studies conducted on Mediterranean watersheds. A total of 260 articles have been identified since the earliest documented use of the model in a Mediterranean catchment back in 2002; of which 62% were carried out in Greece, Italy, or Spain. SWAT applications increased significantly in recent years since 86% of the reviewed papers were published in the past decade. A major objective for most of the reviewed works was to check the applicability of SWAT to specific watersheds. A great number of publications included procedures of calibration and validation and reported performance results. SWAT applications in the Mediterranean region mainly cover water resources quantity and quality assessment and hydrologic and environmental impacts evaluation of land use and climate changes. Nevertheless, a tendency towards a multi-purpose use of SWAT is revealed. The numerous examples of SWAT combined with other tools and techniques outline the model's flexibility. Several studies performed constructive comparisons between Mediterranean watersheds' responses or compared SWAT to other models or methods. The effects of inputs on SWAT outputs and innovative model modifications and improvements were also the focus of some of the surveyed articles. However, a significant number of studies reported difficulties regarding data availability, as these are either scarce, have poor resolution or are not freely available. Therefore, it is highly recommended to identify and develop accurate model inputs and testing data to optimize the SWAT performance.
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Affiliation(s)
- Sarra Aloui
- National Agronomic Institute of Tunisia, GREEN-TEAM Lab., University of Carthage, Tunis, Tunisia
| | - Annamaria Mazzoni
- Qatar Environment and Energy Research Institute, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar
| | - Adel Elomri
- College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar
| | - Jalel Aouissi
- National Agronomic Institute of Tunisia, GREEN-TEAM Lab., University of Carthage, Tunis, Tunisia
| | - Abdelmadjid Boufekane
- Department of Geology Geo-Environment Laboratory, Faculty of Earth Sciences and Country Planning, University of Sciences and Technology Houari Boumediene, Algiers, 09000, Algeria
| | - Adel Zghibi
- College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar; LR01ES06 Laboratory of Geological Resources and Environment, Department of Geology, Faculty of Sciences of Tunis, University of Tunis El Manar, Tunis, 2092, Tunisia.
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7
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Aibaidula D, Ates N, Dadaser-Celik F. Modelling climate change impacts at a drinking water reservoir in Turkey and implications for reservoir management in semi-arid regions. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2023; 30:13582-13604. [PMID: 36136181 DOI: 10.1007/s11356-022-23141-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Accepted: 09/16/2022] [Indexed: 06/16/2023]
Abstract
Climate change can have severe impacts on the water availability in semi-arid regions. In this study, we assessed the impact of climatic changes on water availability in the Altınapa Reservoir Watershed, located in the Konya province, south-central Turkey. Altınapa Reservoir supplies drinking water to Konya, a city of about 2 million population. We investigated possible changes in streamflow and reservoir storage over 2021-2098 under two representative concentration pathway scenarios (RCP4.5 and RCP8.5) developed based on GFDL-ESM2M, HadGEM2-ES, and MPI-ESM-MR global circulation models. We used a physically based model (SWAT-Soil and Water Assessment Tool) for understanding the hydrologic response of the basin to climatic changes. Results show that upward trends in air temperatures in the range of 0.01-0.04 °C/year and 0.005-0.06 °C/year are expected from 2021 to 2098 under the RCP4.5 and RCP8.5 scenarios, respectively. According to the HadGEM2-ES model, precipitation and streamflow would show a downward trend at a rate of 0.96 mm/year and 0.007 m3/s/year under the RCP4.5 scenario and at a rate of 1.62 mm/year and 0.01 m3/s/year under the RCP8.5 scenario, respectively. GFDL-ESM2M and MPI-ESM-MR models project upward trends in precipitation and streamflow under the RCP4.5 scenario (in the range of 0.64-1.28 mm/year and 0.0003-0.006 m3/s/year, respectively), and downward trends under the RCP8.5 scenario (in the range of 0.47-0.76 mm/year and 0.0015-0.003 m3/s/year, respectively). Reservoir storage is projected to increase slightly according to GFDL-ESM2M model and decrease according to the HadGEM2-ES, and MPI-ESM-MR models under both scenarios. Precipitation, streamflow, and reservoir storage predictions of GFDL-ESM2M and MPI-ESM-MR models are considerably lower than those observed in the basin in recent decades, showing that water resources will decrease in the future. The changes in water withdrawal patterns could cause further reductions in water availability. Good resilience to climate change can be achieved by a flexible water management system and by reducing water consumption and water losses in the watershed and from the reservoirs.
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Affiliation(s)
- Dilibaier Aibaidula
- Department of Environmental Engineering, Erciyes University, Kayseri, Turkey
| | - Nuray Ates
- Department of Environmental Engineering, Erciyes University, Kayseri, Turkey
| | - Filiz Dadaser-Celik
- Department of Environmental Engineering, Erciyes University, Kayseri, Turkey.
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Jin K, Rao W, Zhang W, Zheng F, Wang S. Strontium isotopic and hydrochemical characteristics of shallow groundwater and lake water in the Badain Jaran Desert, North China. ISOTOPES IN ENVIRONMENTAL AND HEALTH STUDIES 2021; 57:516-534. [PMID: 34347540 DOI: 10.1080/10256016.2021.1961766] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2020] [Accepted: 06/08/2021] [Indexed: 06/13/2023]
Abstract
Shallow groundwater and lake water are the dominant water resources in the Badain Jaran Desert. There are still controversial hypotheses related to the origin of groundwater in this desert. Few studies have been conducted to explore the Sr provenance of these waters and assess the water-rock interactions using a Sr isotope approach until now. In this text, the Sr isotope data of waters in the hinterland of the Badain Jaran Desert and neighbouring areas are reported. The waters in the Badain Jaran Desert have few links to its surrounding rivers, but could be influenced by the precipitation in the Yabulai Mountains. The 87Sr/86Sr ratio changes constantly, while the Sr2+ concentration of shallow groundwater gradually decreases from Yabulai to the desert hinterland to Gurinai-Guaizihu. Combined with hydrochemical data and hydrodynamic conditions, these results show that the dissolved Sr of waters in the desert hinterland is controlled by the Yabulai precipitation and catchment weathering. They further show that the desert shallow groundwater Sr originates mainly from the Yabulai precipitation (> 94 %), while whole-rock weathering contributes little (< 6 %), as calculated using isotope mass balance equations. Relative Sr contributions to lakes from shallow groundwater and catchment weathering are calculated to be 92.5 and 7.5 %, respectively.
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Affiliation(s)
- Ke Jin
- Chongqing Branch, Changjiang River Scientific Research Institute, Chongqing, People's Republic of China
- Institute of Earth Critical Zone, College of Earth Sciences and Engineering, Jiangning Campus of Hohai University, Nanjing, People's Republic of China
| | - Wenbo Rao
- Institute of Earth Critical Zone, College of Earth Sciences and Engineering, Jiangning Campus of Hohai University, Nanjing, People's Republic of China
| | - Wenbing Zhang
- Institute of Earth Critical Zone, College of Earth Sciences and Engineering, Jiangning Campus of Hohai University, Nanjing, People's Republic of China
| | - Fangwen Zheng
- Institute of Earth Critical Zone, College of Earth Sciences and Engineering, Jiangning Campus of Hohai University, Nanjing, People's Republic of China
| | - Shuai Wang
- Institute of Earth Critical Zone, College of Earth Sciences and Engineering, Jiangning Campus of Hohai University, Nanjing, People's Republic of China
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Ouyang Y, Wan Y, Jin W, Leininger TD, Feng G, Han Y. Impact of climate change on groundwater resource in a region with a fast depletion rate: the Mississippi Embayment. JOURNAL OF WATER AND CLIMATE CHANGE 2021; 12:2245-2255. [PMID: 35154613 PMCID: PMC8829912 DOI: 10.2166/wcc.2021.326] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Mississippi Embayment (ME) is one of the fastest groundwater depletion regions around the world, while the impacts of climate change on groundwater resources in the region are complex and basically unknown. Using the U.S. Geological Survey's Mississippi Embayment Regional Aquifer Study (MERAS) model, such a challenge was addressed through the base, wet, and dry simulation scenarios. Over the 137-year simulation period from 1870 to 2007, the cumulative aquifer storage depletions were 1.70 × 1011, 1.73 × 1011, and 1.67 × 1011 m3, respectively, for the base, dry, and wet scenarios. As compared with that of the base scenario, the aquifer storage depletions were only 1.76% more for the dry scenario and 1.8% less for the wet scenario. A multiple regression analysis showed that the aquifer storage depletion rate was controlled more by the groundwater pumping and stream leakage rates and less by the groundwater net recharge rate. Groundwater table variation in the forest land was much smaller than in the crop land. Results suggested that groundwater pumping rather than climate change was a key driving force of groundwater depletion in the ME. Our findings provide a useful reference to water resource managers, foresters, and farmers in the ME and around the world when developing their groundwater supply strategies.
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Affiliation(s)
- Ying Ouyang
- USDA Forest Service, Center for Bottomland Hardwoods Research, 775 Stone Blvd., Thompson Hall, Room 309, Mississippi State, MS 39762, USA
| | - Yongshan Wan
- Center for Environmental Measurement and Modeling, US EPA, 1 Sabine Island Drive, Gulf Breeze, FL 32561, USA
| | - Wei Jin
- Bureau of Watershed Management & Modeling, St. Johns River Water Management District, Palatka, FL 32178, USA
| | - Theodor D Leininger
- USDA Forest Service, Center for Bottomland Hardwoods Research, 432 Stoneville Road, Stoneville, MS 38776, USA
| | - Gary Feng
- USDA-ARS, Genetic and Sustainable Agricultural Research Unit, 810 Hwy 12 East, Mississippi State, MS 39762, USA
| | - Yuguo Han
- Beijing Forestry University, School of Soil and Water Conservation, Key Laboratory of State Forestry Administration on Soil and Water Conservation, Beijing 100083, China
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Ayaz S, Atasoy Aytış E, Gürsoy Haksevenler H, Koyunluoğlu Aynur Ş, Dilaver M, Erdoğan N, Aydöner C, Karaaslan Y. An approach for determining the nutrient sensitive areas: a case study for Gediz River Basin, Turkey. ENVIRONMENTAL MONITORING AND ASSESSMENT 2021; 193:266. [PMID: 33856562 DOI: 10.1007/s10661-021-09017-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Accepted: 03/17/2021] [Indexed: 06/12/2023]
Abstract
This study presents an approach to the determination of nutrient sensitive areas (SA) based on National Urban Wastewater Treatment Regulation harmonized under the Water Framework Directive (WFD). A three-stage approach that covers designation of potential sensitive areas (PSA) which are under the risk of eutrophication, physicochemical and biological monitoring at PSA, and application of the suitable biotic indices is used for the determination of sensitive areas. PSA are identified as a result of either available monitoring data or if this is not available according to indexing method which developed in this study based on pressure and impact analysis. The Gediz River Basin, one of the most polluted basins in Turkiye, is chosen as a pilot area. According to the results of the study, 40% of the total drainage area of the basin was designated as sensitive area.
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Affiliation(s)
- Selma Ayaz
- Environment and Cleaner Production Institute, TUBITAK Marmara Research Center, 41470, Kocaeli, Turkey
| | - Elif Atasoy Aytış
- Environment and Cleaner Production Institute, TUBITAK Marmara Research Center, 41470, Kocaeli, Turkey.
| | - Hande Gürsoy Haksevenler
- Faculty of Political Science, Department of Political Science and Public Administration, Marmara University, Istanbul, Turkey
| | - Şebnem Koyunluoğlu Aynur
- Environment and Cleaner Production Institute, TUBITAK Marmara Research Center, 41470, Kocaeli, Turkey
| | - Mehmet Dilaver
- Environment and Cleaner Production Institute, TUBITAK Marmara Research Center, 41470, Kocaeli, Turkey
| | - Nail Erdoğan
- Environment and Cleaner Production Institute, TUBITAK Marmara Research Center, 41470, Kocaeli, Turkey
| | - Cihangir Aydöner
- Environment and Cleaner Production Institute, TUBITAK Marmara Research Center, 41470, Kocaeli, Turkey
| | - Yakup Karaaslan
- General Directorate of Water Management, Republic of Turkey Ministry of Agriculture and Forestry, Ankara, Turkey
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Mastrocicco M, Gervasio MP, Busico G, Colombani N. Natural and anthropogenic factors driving groundwater resources salinization for agriculture use in the Campania plains (Southern Italy). THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 758:144033. [PMID: 33333311 DOI: 10.1016/j.scitotenv.2020.144033] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/25/2020] [Revised: 11/02/2020] [Accepted: 11/18/2020] [Indexed: 06/12/2023]
Affiliation(s)
- Micol Mastrocicco
- DiSTABiF - Department of Environmental, Biological and Pharmaceutical Sciences and Technologies, Campania University "Luigi Vanvitelli", Via Vivaldi 43, 81100 Caserta, Italy
| | - Maria Pia Gervasio
- SIMAU - Department of Materials, Environmental Sciences and Urban Planning, Polytechnic University of Marche, Via Brecce Bianche 12, 60131 Ancona, Italy; SVeB - Department of Life Sciences and Biotechnology, University of Ferrara, Via L. Borsari 46, 44121 Ferrara, Italy
| | - Gianluigi Busico
- DiSTABiF - Department of Environmental, Biological and Pharmaceutical Sciences and Technologies, Campania University "Luigi Vanvitelli", Via Vivaldi 43, 81100 Caserta, Italy
| | - Nicolò Colombani
- SIMAU - Department of Materials, Environmental Sciences and Urban Planning, Polytechnic University of Marche, Via Brecce Bianche 12, 60131 Ancona, Italy.
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Valdes-Abellan J, Pardo MA, Jodar-Abellan A, Pla C, Fernandez-Mejuto M. Climate change impact on karstic aquifer hydrodynamics in southern Europe semi-arid region using the KAGIS model. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 723:138110. [PMID: 32222510 DOI: 10.1016/j.scitotenv.2020.138110] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2019] [Revised: 03/18/2020] [Accepted: 03/20/2020] [Indexed: 06/10/2023]
Abstract
Nowadays, there are many urban settlements in arid and semiarid areas supplied by groundwater from adjacent small aquifers. Climate projections with expected decreases in averages precipitation values jointly with increases in the frequency of heavy rainfall events does not show a clear pattern to how water resources in karstic aquifers are going to evolve. This paper, focused in the province of Alicante (Southeast of Spain), assesses the behaviour of a small karstic aquifer, the Mela aquifer, whose resources supply urban water consumption for close municipalities. We assess the hydrogeological response of the aquifer, through the KAGIS black-box GIS-based model, for the present climate conditions and for the long period analysing the four scenarios provided by the International Panel of Climate Change. Main results prove that, if we do not diminish the greenhouse gas emissions, the climate change impact on the hydrological response of the study aquifer shows a decrease in the flow rate from its unique spring and will be non-existent during the summer months. So, it will be necessary to design supply strategies for these municipalities and to carry out them, meeting budget restrictions and avoiding potential water shortages.
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Affiliation(s)
- J Valdes-Abellan
- Department of Civil Engineering, University of Alicante, Alicante, Spain.
| | - M A Pardo
- Department of Civil Engineering, University of Alicante, Alicante, Spain
| | - A Jodar-Abellan
- University Institute of Water and Environmental Sciences, University of Alicante, Alicante, Spain.
| | - C Pla
- Department of Civil Engineering, University of Alicante, Alicante, Spain
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Nerantzaki SD, Hristopulos DT, Nikolaidis NP. Estimation of the uncertainty of hydrologic predictions in a karstic Mediterranean watershed. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 717:137131. [PMID: 32092801 DOI: 10.1016/j.scitotenv.2020.137131] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Revised: 02/02/2020] [Accepted: 02/03/2020] [Indexed: 06/10/2023]
Abstract
The Koiliaris River basin is a semi-arid Mediterranean karstic watershed where water needs during the summer are exclusively covered by the karstic springs flow. Uncertainty assessment of the hydrologic projections for karstic watersheds may reveal possible water deficits that cannot otherwise be taken into account. The Soil Water Assessment Tool (SWAT) along with a karstic model (Karst-SWAT) is used to assess the composite spring and surface flow. The parameter uncertainty of both the surface and karstic flow models is estimated by combining the SUFI2 interface and the @RISK by PALISADE software. Eleven combinations of five Regional Climate Models (RCMs) and three Representative Concentration Pathways (RCPs) provide input to the hydrologic models. Representative rainfall time series for certain scenarios are stochastically modeled with the LARS weather generator. Monte Carlo simulations are used to investigate the effect of input internal variability on the flow output. The uncertainty of karstic flow due to the parameter uncertainty of the SWAT and Karst-SWAT models is 10.0% (Coefficient of Variation), which is comparable to the estimated uncertainty due to climate change scenarios (10.1%) until 2059. The combined uncertainty for the total flow at the basin exit due to both models' parameter uncertainty is 6.6%, comparable to the uncertainty due to the internal variability (5.6%). The total uncertainty of karstic flow, combining model parameter uncertainty and the internal variability of the climate scenarios is 11.0%. The total uncertainty estimate is used in conjunction with the lowest karstic flow projection to assess the most adverse scenario for the future mean annual karstic flow. This is the first study which estimates the combined uncertainty of surface and karstic flow prediction due to model parameter uncertainty and internal variability. Our study provides a rigorous methodology for uncertainty estimation and analysis which is transferable to other karstic regions of the world.
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Affiliation(s)
- Sofia D Nerantzaki
- School of Environmental Engineering, Technical University of Crete, Chania, Greece.
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14
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Martín-Arias J, Martínez-Santos P, Andreo B. Modelling the effects of climate change and population growth in four intensively exploited Mediterranean aquifers. The Mijas range, southern Spain. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2020; 262:110316. [PMID: 32250799 DOI: 10.1016/j.jenvman.2020.110316] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2019] [Revised: 10/26/2019] [Accepted: 02/20/2020] [Indexed: 06/11/2023]
Abstract
Groundwater is key to economic growth in the Mediterranean region. This is particularly true of areas such as southern Spain, where aquifers underpin social development by supplying water to a booming tourist industry. Intensive groundwater use raises sustainability concerns, as pumping often exceeds the long-term recharge rate. Climate change and population growth are likely to exacerbate the water supply challenge in the coming years, due to the expected decrease in rainfall and to increasing competition among users. This paper examines some of the main aquifers in the Costa del Sol region, one of Spain's leading tourist destinations, where intensive groundwater extraction has led to water table drawdowns and the desiccation of all major springs. A numerical model was developed and calibrated for the purpose of evaluating the likely evolution of the system in the future. Downscaled scenarios from global circulation models were coupled with population growth forecasts to establish a range of plausible water management scenarios. Given the relatively small size of the aquifers and the limited recharge rate, the current pumping patterns appear unsustainable. Results suggest that drawdowns in excess of 150 m could take place within the next decade, thus compromising domestic supplies.
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Affiliation(s)
- Javier Martín-Arias
- Department of Geology and Centre of Hydrogeology at University of Malaga (CEHIUMA), Universidad de Málaga, 29071, Malaga, Spain.
| | - Pedro Martínez-Santos
- UNESCO Chair "Appropriate Technologies for Human Development", Department of Geodynamics, Stratigraphy and Palaeontology, Faculty of Geological Sciences, Universidad Complutense de Madrid, 28040, Madrid, Spain.
| | - Bartolomé Andreo
- Department of Geology and Centre of Hydrogeology at University of Malaga (CEHIUMA), Universidad de Málaga, 29071, Malaga, Spain.
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15
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Shrestha S, Neupane S, Mohanasundaram S, Pandey VP. Mapping groundwater resiliency under climate change scenarios: A case study of Kathmandu Valley, Nepal. ENVIRONMENTAL RESEARCH 2020; 183:109149. [PMID: 32000001 DOI: 10.1016/j.envres.2020.109149] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/24/2019] [Revised: 01/15/2020] [Accepted: 01/16/2020] [Indexed: 06/10/2023]
Abstract
Groundwater resources of Kathmandu Valley in Nepal are under immense pressure from multiple stresses, including climate change. Due to over-extraction, groundwater resources are depleting, leading to social, environmental and economic problems. Climate change might add additional pressure by altering groundwater recharge rates and availability of groundwater. Mapping groundwater resilience to climate change can aid in understanding the dynamics of groundwater systems, facilitating the development of strategies for sustainable groundwater management. Therefore, this study aims to analyse the impact of climate change on groundwater resources and mapping the groundwater resiliency of Kathmandu Valley under different climate change scenarios. The future climate projected using the climate data of RCM's namely ACCESS-CSIRO-CCAM, CNRM-CM5-CSIRO-CCAM and MPI-ESM-LR-CSIRO-CCAM for three future periods: near future (2010-2039), mid future (2040-2069) and far future (2070-2099) under RCP 4.5 and RCP 8.5 scenarios were bias corrected and fed into the Soil and Water Assessment Tool (SWAT), a hydrological model, to estimate future groundwater recharge. The results showed a decrease in groundwater recharge in future ranging from 3.3 to 50.7 mm/yr under RCP 4.5 and 19-102.1 mm/yr under RCP 8.5 scenario. The GMS-MODFLOW model was employed to estimate the future groundwater level of Kathmandu Valley. The model revealed that the groundwater level is expected to decrease in future. Based on the results, a groundwater resiliency map of Kathmandu Valley was developed. The results suggest that groundwater in the northern and southern area of the valley are highly resilient to climate change compared to the central area. The results will be very useful in the formulation and implementation of adaptation strategies to offset the negative impacts of climate change on the groundwater resources of Kathmandu Valley.
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Affiliation(s)
- Sangam Shrestha
- Water Engineering and Management, School of Engineering and Technology, Asian Institute of Technology, P.O. Box 4 Klong Luang, Pathum Thani, 12120, Thailand.
| | - Sanjiv Neupane
- Water Engineering and Management, School of Engineering and Technology, Asian Institute of Technology, P.O. Box 4 Klong Luang, Pathum Thani, 12120, Thailand
| | - S Mohanasundaram
- Water Engineering and Management, School of Engineering and Technology, Asian Institute of Technology, P.O. Box 4 Klong Luang, Pathum Thani, 12120, Thailand
| | - Vishnu P Pandey
- International Water Management Institute (IWMI), Nepal Office Shree Durbar, Pulchowk, Lalitpur 3, GPO Box 8975, EPC 416, Kathmandu, Nepal
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16
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Passarella G, Bruno D, Lay-Ekuakille A, Maggi S, Masciale R, Zaccaria D. Spatial and temporal classification of coastal regions using bioclimatic indices in a Mediterranean environment. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 700:134415. [PMID: 31629265 DOI: 10.1016/j.scitotenv.2019.134415] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Revised: 09/10/2019] [Accepted: 09/10/2019] [Indexed: 06/10/2023]
Abstract
Bioclimatic indices combine atmospheric parameters to provide analytical indication of climatic features and their evolution in space and time that can directly relate with natural resource availability, distribution, and related bio-physical processes. The availability of bioclimatic information can provide natural resource managers with analytical means to assess the magnitude and temporal evolution of drought and climate change parameters that could affect the availability, demand and use of natural resources for various sectors. This paper presents a methodology to process bioclimatic data in the space and time domains for assessing the moisture/dryness level and water requirements of a region, and inform water resource planning and management decisions related to drought, climate variability and change. The methodology relies on a modular assembly of statistical tests and methods, and utilizes point scale measurements of meteorological data to perform the analysis of the spatial behavior of derived bioclimatic indicators at the continuous regional scale, and evaluate the significance of the temporal trends. Also, the article presents an application of the proposed methodology to a coastal area of southern Italy (the Apulia Region) that is characterized by recurring water supply limitations, involving the use of the popular De Martonne bioclimatic aridity index. The methodology allowed to obtain qualitative and quantitative information about the aridity level of the Apulia region, the identification of main bioclimatic zones, and the evaluation of spatial pattern and time evolution of aridity. The determination of bioclimatic zones showed that nearly 40% of the regional territory is characterized by dry sub-humid (Mediterranean) climate, about 30% by sub-humid climate, while nearly 10% and 20% are characterized by semi-arid and humid climates, respectively. The temporal analysis revealed that the Salento and the Ionian coastal zone are areas at risk of increasing aridity, with resulting impacts on the water supply and demand for irrigated agriculture.
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Affiliation(s)
| | - Delia Bruno
- CNR-IIA Institute of Atmospheric Pollution, c/o Unical Polifunzionale, 87036 Rende, Italy
| | - Aimé Lay-Ekuakille
- Department of Innovation Engineering, Università del Salento, Via Monteroni, 73100 Lecce, Italy
| | - Sabino Maggi
- CNR-IIA Institute of Atmospheric Pollution, c/o Interateneo Physics Department, 70125 Bari, Italy
| | - Rita Masciale
- CNR-IRSA Water Research Institute, Via F. De Blasio 5, 70132 Bari, Italy
| | - Daniele Zaccaria
- Department of Land, Air and Water Resources, University of California, Davis, CA, USA
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17
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Dong Y, Jiang C, Suri MR, Pee D, Meng L, Rosenberg Goldstein RE. Groundwater level changes with a focus on agricultural areas in the Mid-Atlantic region of the United States, 2002-2016. ENVIRONMENTAL RESEARCH 2019; 171:193-203. [PMID: 30665121 DOI: 10.1016/j.envres.2019.01.004] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2018] [Revised: 12/20/2018] [Accepted: 01/03/2019] [Indexed: 06/09/2023]
Abstract
Climate change impacts all water sources, including high quality groundwater that supplies agricultural irrigation in many regions of the United States. This study assessed groundwater level changes in the U.S. Mid-Atlantic region with a focus on cultivated areas. Trends of groundwater level were estimated using linear regression, and examined for shallow, medium, and deep depths across physiographic regions of Mid-Atlantic. A hotspot analysis was conducted to identify spatial clusters of wells with rising or declining groundwater levels. In addition, differences in the percentage of cultivated area with declining groundwater between cultivated land categories was examined at the county level. From 2002-2016, the Mid-Atlantic region had an overall decline in groundwater level (0.06 m/yr, 95% CI: 0.03, 0.09) although groundwater changes varied by physiographic regions. The Coastal Plain physiographic region was dominated by declining groundwater wells (48%) and had the most significant groundwater level declines (0.23 m/yr, 95% CI: 0.19, 0.26). Significant groundwater level rises were detected in Southern Virginia adjacent to the Chesapeake Bay (0.92 m/yr on average), which could be due to the cessation of groundwater withdrawal from one of the region's largest groundwater users. In the Mid-Atlantic region, shallow groundwater was found to have slight rising trends (0.08 m, p < 0.05) while deeper groundwater showed distinctive declining trends (1.36 m, p < 0.05) between 2002 and 2016. There were significantly more cultivated areas with declining groundwater levels (88% vs. 35%, p < 0.05) in counties with high percentages of cropland (> 50%) compared to areas covered by less cropland. As climate and human pressures increase, it will be critical to identify and evaluate alternative water sources, such as reclaimed water, to sustain agricultural production and protect groundwater resources.
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Affiliation(s)
- Yan Dong
- School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, Hubei 430079, China
| | - Chengsheng Jiang
- Maryland Institute for Applied Environmental Health, University of Maryland School of Public Health, College Park, MD 20742, USA
| | - Mayhah R Suri
- Department of Agricultural & Resource Economics, College of Agriculture & Natural Resources, University of Maryland, College Park, MD 20742, USA
| | - Daphne Pee
- University of Maryland Extension, College of Agriculture & Natural Resources, University of Maryland, College Park, MD 20742, USA
| | - Lingkui Meng
- School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, Hubei 430079, China
| | - Rachel E Rosenberg Goldstein
- Maryland Institute for Applied Environmental Health, University of Maryland School of Public Health, College Park, MD 20742, USA; Department of Agricultural & Resource Economics, College of Agriculture & Natural Resources, University of Maryland, College Park, MD 20742, USA.
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18
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Estimation of Water Budget Components of the Sakarya River Basin by Using the WEAP-PGM Model. WATER 2019. [DOI: 10.3390/w11020271] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The use of water resources has increased with rapid population growth, industrial development, and agricultural activities. Besides, the problem might increase with the potential climate change impacts on water quantity. Thus, sustainable use of water resources becomes crucial. Modeling studies provide scientific support to the analysis of water resource problems and develop strategies for current and potential problems for the sustainable management of water resources. In this study, WEAP-PGM (Water Evaluation and Planning System—Plant Growth Model) was applied to the Sakarya River Basin in Turkey, where almost 50% of the area is agricultural land. The main goals in the study are compiling/integrating available data from different sources in a data-scarce region for hydrological models, and estimating the water budget components of Sakarya River Basin on an annual basis as well as investigating the applicability of WEAP-PGM. General model performance ratings indicated that model simulations represent streamflow variations at acceptable levels. Model results revealed that, runoff is 4747 million m3, flow to groundwater is 3065 million m3 and evapotranspiration is 23,011 million m3. This model setup can be used as a baseline for calculating the crop yields under climate change in the context of water-food-energy nexus in the further studies.
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19
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Dovie DBK, Kasei RA. Hydro-climatic stress, shallow groundwater wells and coping in Ghana's White Volta basin. THE SCIENCE OF THE TOTAL ENVIRONMENT 2018; 636:1268-1278. [PMID: 29913589 DOI: 10.1016/j.scitotenv.2018.04.416] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/25/2018] [Revised: 04/13/2018] [Accepted: 04/30/2018] [Indexed: 06/08/2023]
Abstract
Debates of the nexus between water-related stresses and water availability for groundwater-dependent irrigation which comprises of non-conventional groundwater abstraction schemes is only recently emerging. The interaction between Seasonal Shallow Wells (SSWs), one of such indigenous abstractions scheme and groundwater recharge remains new to groundwater science and development. The SSWs supplement formal irrigation (e.g. reservoirs) and surface water for dry season agriculture in Ghana's White Volta Basin, yet links with the overall gradient of groundwater is unknown. Therefore, using the Water Evaluation And Planning (WEAP) model and qualitative techniques, the implications of groundwater recharge and surface runoff in their orientation to shallow wells is explored. Standardized precipitation index (SPI) from a regional downscale model for droughts and floods showed increased drought and flood influence on groundwater recharge and irrigation. Enhanced surface runoff water and climate change continuously reduced groundwater recharge by 2030, with decreased stream and water inflows. Irrigation water requirements of reservoirs were computed to be between 173% and 327% of normal reservoir water requirements, yet majority of dams did not meet these requirements especially during the dry season. The basin has history of dryness and exhibited uneven distribution of groundwater, yet recharged water of unsaturated soil moisture zones made water available to the SSWs. The SSWs were patronised mostly by women and farming households based on perceptions of limited cost, less sophistication and no formal regulatory measures. The paper therefore provides framework for establishing links between the mechanics of SSWs, and existing climatic and hydrologic conditions for informed groundwater development.
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Affiliation(s)
- Delali Benjamin K Dovie
- Regional Institute for Population Studies, University of Ghana, Legon, Ghana; School of Animal, Plant and Environmental Sciences, University of the Witwatersrand, South Africa.
| | - Raymond Abudu Kasei
- University for Development Studies, Climate Change and Food Security Department, Ghana
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20
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Bolaños Chavarría S, Betancur Vargas T. Estado del Arte sobre el Cambio Climático y las Aguas Subterráneas. Ejemplos en Colombia. REVISTA POLITÉCNICA 2018. [DOI: 10.33571/rpolitec.v14n26a5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Abstract
Si bien existen muchas alusiones en cuanto a los efectos del cambio climático en el ciclo hidrológico global, éstas se encuentran referidas generalmente a la temperatura atmosférica, la precipitación y al incremento del nivel del mar, y poco se habla de los efectos sobre el recurso hídrico subterráneo. A partir de un ejercicio de revisión bibliográfica que incluyó alrededor de 60 referencias de los últimos 10 años, se empieza a consolidar un marco de referencia al respecto, y se efectúa una primera aproximación a la evaluación de los efectos del cambio climático sobre tres sistemas hidrogeológicos en Colombia. Considerando los escenarios de cambio climático propuestos por el IDEAM, se practica un análisis conceptual de las posibles implicaciones sobre la recarga para los acuíferos del Valle de Aburrá, Urabá antioqueño y Cuenca del rio Ranchería, que conllevaría a una disminución de la descarga de aguas subterráneas y un impacto directo en ecosistemas dependientes.
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21
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Bucak T, Trolle D, Andersen HE, Thodsen H, Erdoğan Ş, Levi EE, Filiz N, Jeppesen E, Beklioğlu M. Future water availability in the largest freshwater Mediterranean lake is at great risk as evidenced from simulations with the SWAT model. THE SCIENCE OF THE TOTAL ENVIRONMENT 2017; 581-582:413-425. [PMID: 28069301 DOI: 10.1016/j.scitotenv.2016.12.149] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2016] [Revised: 12/21/2016] [Accepted: 12/22/2016] [Indexed: 06/06/2023]
Abstract
Inter- and intra-annual water level fluctuations and changes in water flow regime are intrinsic characteristics of Mediterranean lakes. Additionally, considering climate change projections for the water-limited Mediterranean region, increased air temperatures and decreased precipitation are anticipated, leading to dramatic declines in lake water levels as well as severe water scarcity problems. The study site, Lake Beyşehir, the largest freshwater lake in the Mediterranean basin, is - like other Mediterranean lakes - threatened by climatic changes and over-abstraction of water for irrigated crop farming. Therefore, implementation of strict water level management policies is required. In this study, an integrated modeling approach was used to predict the future water levels of Lake Beyşehir in response to potential future changes in climate and land use. Water level estimation was performed by linking the catchment model Soil and Water Assessment Tool (SWAT) with a Support Vector Regression model (ε-SVR). The projected increase in temperature and decrease in precipitation based on the climate change models led to an enhanced potential evapotranspiration and reduced total runoff. On the other hand, the effects of various land use scenarios within the catchment appeared to be comparatively insignificant. According to the ε-SVR model results, changes in hydrological processes caused a water level reduction for all scenarios. Moreover, the MPI-ESM-MR General Circulation Model outputs produced the most dramatic results by predicting that Lake Beyşehir may dry out by the 2040s with the current outflow regime. The results indicate that shallow Mediterranean lakes may face a severe risk of drying out and losing their ecosystem values in the near future if the current intensity of water abstraction is not reduced. In addition, the results also demonstrate that outflow management and sustainable use of water sources are vital to sustain lake ecosystems in water-limited regions.
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Affiliation(s)
- Tuba Bucak
- Limnology Laboratory, Department of Biological Sciences, Middle East Technical University, Çankaya, 06800, Ankara, Turkey.
| | - Dennis Trolle
- Department of Bioscience, Aarhus University, Vejlsøvej 25, 8600 Silkeborg, Denmark; Sino-Danish Centre for Education and Research (SDC), Beijing, China
| | - Hans Estrup Andersen
- Department of Bioscience, Aarhus University, Vejlsøvej 25, 8600 Silkeborg, Denmark
| | - Hans Thodsen
- Department of Bioscience, Aarhus University, Vejlsøvej 25, 8600 Silkeborg, Denmark
| | - Şeyda Erdoğan
- Limnology Laboratory, Department of Biological Sciences, Middle East Technical University, Çankaya, 06800, Ankara, Turkey; Department of Biology, Faculty of Science and Arts, Bozok University, 66900 Yozgat, Turkey
| | - Eti E Levi
- Limnology Laboratory, Department of Biological Sciences, Middle East Technical University, Çankaya, 06800, Ankara, Turkey
| | - Nur Filiz
- Limnology Laboratory, Department of Biological Sciences, Middle East Technical University, Çankaya, 06800, Ankara, Turkey
| | - Erik Jeppesen
- Department of Bioscience, Aarhus University, Vejlsøvej 25, 8600 Silkeborg, Denmark; Sino-Danish Centre for Education and Research (SDC), Beijing, China
| | - Meryem Beklioğlu
- Limnology Laboratory, Department of Biological Sciences, Middle East Technical University, Çankaya, 06800, Ankara, Turkey; Kemal Kurdaş Ecological Research and Training Station, Lake Eymir, Middle East Technical University, Ankara, Turkey.
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22
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Spatiotemporal modeling of watershed nutrient transport dynamics: Implications for eutrophication abatement. ECOL INFORM 2016. [DOI: 10.1016/j.ecoinf.2016.04.012] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Sellami H, Benabdallah S, La Jeunesse I, Vanclooster M. Quantifying hydrological responses of small Mediterranean catchments under climate change projections. THE SCIENCE OF THE TOTAL ENVIRONMENT 2016; 543:924-936. [PMID: 26170115 DOI: 10.1016/j.scitotenv.2015.07.006] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2015] [Revised: 05/25/2015] [Accepted: 07/02/2015] [Indexed: 06/04/2023]
Abstract
Catchment flow regimes alteration is likely to be a prominent consequence of climate change projections in the Mediterranean. Here we explore the potential effects of climatic change on the flow regime of the Thau and the Chiba catchments which are located in Southern France and Northeastern Tunisia, respectively. The Soil and Water Assessment Tool (SWAT) hydrological model is forced with projections from an ensemble of 4 climate model (CM) to assess changes and uncertainty in relevant hydrological indicators related to water balance, magnitude, frequency and timing of the flow between a reference (1971-2000) and future (2041-2071) periods. Results indicate that both catchments are likely to experience a decrease in precipitation and increase in temperature in the future. Consequently, runoff and soil water content are projected to decrease whereas potential evapotranspiration is likely to increase in both catchments. Yet uncertain, the projected magnitudes of these changes are higher in the wet period than in the dry period. Analyses of extreme flow show similar trend in both catchments, projecting a decrease in both high flow and low flow magnitudes for various time durations. Further, significant increase in low flow frequency as a proxy for hydrological droughts is projected for both catchments but with higher uncertainty in the wet period than in the dry period. Although no changes in the average timing of maximum and minimum flow events for different flow durations are projected, substantial uncertainty remains in the hydrological projections. While the results in both catchments show consistent trend of change for most of the hydrologic indicators, the overall degree of alteration on the flow regime of the Chiba catchment is projected to be higher than that of the Thau catchment. The projected magnitudes of alteration as well as their associated uncertainty vary depending on the catchment characteristics and flow seasonality.
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Affiliation(s)
- Haykel Sellami
- Earth and Life Institute, Université catholique de Louvain, Croix du Sud 2, Box 2, B-1348 Louvain-la-Neuve, Belgium; School of Environmental Sciences, University of Liverpool, Liverpool L697ZT, UK.
| | - Sihem Benabdallah
- Centre de Recherches et des Technologies des Eaux, Technopole Borj Cedria, BP 273, Soliman 8020, Tunisia
| | - Isabelle La Jeunesse
- UMR 6173 CITERES, Université de Tours, 33 allée Ferdinand de Lesseps, BP 60449-37204 Tours cedex 3, France; LETG-Angers LEESA, UMR 6554 CNRS, University of Angers, Faculty of Sciences, 2Bd Lavoisier, F-49045 Angers Cedex1, France
| | - Marnik Vanclooster
- Earth and Life Institute, Université catholique de Louvain, Croix du Sud 2, Box 2, B-1348 Louvain-la-Neuve, Belgium
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Papadaki C, Soulis K, Muñoz-Mas R, Martinez-Capel F, Zogaris S, Ntoanidis L, Dimitriou E. Potential impacts of climate change on flow regime and fish habitat in mountain rivers of the south-western Balkans. THE SCIENCE OF THE TOTAL ENVIRONMENT 2016; 540:418-428. [PMID: 26250864 DOI: 10.1016/j.scitotenv.2015.06.134] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2015] [Revised: 06/29/2015] [Accepted: 06/29/2015] [Indexed: 06/04/2023]
Abstract
The climate change in the Mediterranean area is expected to have significant impacts on the aquatic ecosystems and particular in the mountain rivers and streams that often host important species such as the Salmo farioides, Karaman 1938. These impacts will most possibly affect the habitat availability for various aquatic species resulting to an essential alteration of the water requirements, either for dams or other water abstractions, in order to maintain the essential levels of ecological flow for the rivers. The main scope of this study was to assess potential climate change impacts on the hydrological patterns and typical biota for a south-western Balkan mountain river, the Acheloos. The altered flow regimes under different emission scenarios of the Intergovernmental Panel on Climate Change (IPCC) were estimated using a hydrological model and based on regional climate simulations over the study area. The Indicators of Hydrologic Alteration (IHA) methodology was then used to assess the potential streamflow alterations in the studied river due to predicted climate change conditions. A fish habitat simulation method integrating univariate habitat suitability curves and hydraulic modeling techniques were used to assess the impacts on the relationships between the aquatic biota and hydrological status utilizing a sentinel species, the West Balkan trout. The most prominent effects of the climate change scenarios depict severe flow reductions that are likely to occur especially during the summer flows, changing the duration and depressing the magnitude of the natural low flow conditions. Weighted Usable Area-flow curves indicated the limitation of suitable habitat for the native trout. Finally, this preliminary application highlighted the potential of science-based hydrological and habitat simulation approaches that are relevant to both biological quality elements (fish) and current EU Water policy to serve as efficient tools for the estimation of possible climate change impacts on the south-western Balkan river ecosystems.
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Affiliation(s)
- Christina Papadaki
- Hellenic Centre for Marine Research, Institute of Marine Biological Resources and Inland Waters, Greece
| | - Konstantinos Soulis
- Department of Natural Resources Management and Agricultural Engineering, Division of Water Resources Management, Agricultural University of Athens, Greece
| | - Rafael Muñoz-Mas
- Institut d'Investigaciό per a la Gestiό Integrada de Zones Costaneres (IGIC), Universitat Politècnica de València, C/ Paranimf 1, 46730 Grau de Gandia, Valencia, Spain
| | - Francisco Martinez-Capel
- Institut d'Investigaciό per a la Gestiό Integrada de Zones Costaneres (IGIC), Universitat Politècnica de València, C/ Paranimf 1, 46730 Grau de Gandia, Valencia, Spain
| | - Stamatis Zogaris
- Hellenic Centre for Marine Research, Institute of Marine Biological Resources and Inland Waters, Greece
| | | | - Elias Dimitriou
- Hellenic Centre for Marine Research, Institute of Marine Biological Resources and Inland Waters, Greece.
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