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Huang*, P.; Y.Chiu |
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Title |
A simulation-optimization model for seawater intrusion management at Pingtung Coastal Area, Taiwan |
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2018 |
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Water |
Abbreviated Journal |
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10 |
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251 |
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Keywords |
seawater intrusion; SEAWAT; management model; artificial neural networks; differential evolution; Pingtung Plain; Taiwan |
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Abstract |
The coastal regions of Pingtung Plain in southern Taiwan rely on groundwater as their main source of fresh water for aquaculture, agriculture, domestic, and industrial sectors. The availability of fresh groundwater is threatened by unsustainable groundwater extraction and the over-pumpage leads to the serious problem of seawater intrusion. It is desired to find appropriate management strategies to control groundwater salinity and mitigate seawater intrusion. In this study, a simulation–optimization model has been presented to solve the problem of seawater intrusion along the coastal aquifers in Pingtung Plain and the objective is using injection well barriers and minimizing the total injection rate based on the pre-determined locations of injection barriers. The SEAWAT code is used to simulate the process of seawater intrusion and the surrogate model of artificial neural networks (ANNs) is used to approximate the seawater intrusion (SWI) numerical model to increase the computational efficiency during the optimization process. The heuristic optimization scheme of differential evolution (DE) algorithm is selected to identify the global optimal management solution. Two different management scenarios, one is the injection barriers located along the coast and the other is the injection barrier located at the inland, are considered and the optimized results show that the deployment of injection barriers at the inland is more effective to reduce total dissolved solids (TDS) concentrations and mitigate seawater intrusion than that along the coast. The computational time can be reduced by more than 98% when using ANNs to replace the numerical model and the DE algorithm has been confirmed as a robust optimization scheme to solve groundwater management problems. The proposed framework can identify the most reliable management strategies and provide a reference tool for decision making with regard to seawater intrusion remediation. |
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CUT @ phaedon.kyriakidis @ Huang2018 |
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141 |
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Johnson, J.S.; Baker, L.A.; Fox, P. |
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Title |
Geochemical transformations during artificial groundwater recharge: soil–water interactions of inorganic constituents |
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1999 |
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Water research |
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33 |
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1 |
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196-206 |
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Elsevier |
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THL @ luqianxue.zhang @ johnson1999geochemical |
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66 |
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Karami*, S.; Madani, H.; Katibeh, H.; Marj, A.F. |
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Title |
Assessment and modeling of the groundwater hydrogeochemical quality parameters via geostatistical approaches |
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2018 |
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Appl. Water Sci. |
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8:23 |
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CUT @ phaedon.kyriakidis @ Karami2018 |
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122 |
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Linde*, N.; Renard, P.; Mukerji, T.; Caers, J. |
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Title |
Geological realism in hydrogeological and geophysical inverse modeling: A review |
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2015 |
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Adv. Water Resour. |
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86 |
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86-101 |
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CUT @ phaedon.kyriakidis @ Linde2015 |
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151 |
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Author |
Lu, C.; Xin, P.; Kong, J.; Li, L.; Luo, J. |
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Title |
Analytical solutions of seawater intrusion in sloping confined and unconfined coastal aquifers |
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2016 |
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Water Resources Research |
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52 |
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9 |
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6989-7004 |
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seawater intrusion, sloping coastal aquifer, analytical solution |
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Abstract Sloping coastal aquifers in reality are ubiquitous and well documented. Steady state sharp-interface analytical solutions for describing seawater intrusion in sloping confined and unconfined coastal aquifers are developed based on the Dupuit-Forchheimer approximation. Specifically, analytical solutions based on the constant-flux inland boundary condition are derived by solving the discharge equation for the interface zone with the continuity conditions of the head and flux applied at the interface between the freshwater zone and the interface zone. Analytical solutions for the constant-head inland boundary are then obtained by developing the relationship between the inland freshwater flux and hydraulic head and combining this relationship with the solutions of the constant-flux inland boundary. It is found that for the constant-flux inland boundary, the shape of the saltwater interface is independent of the geometry of the bottom confining layer for both aquifer types, despite that the geometry of the bottom confining layer determines the location of the interface tip. This is attributed to that the hydraulic head at the interface is identical to that of the coastal boundary, so the shape of the bed below the interface is irrelevant to the interface position. Moreover, developed analytical solutions with an empirical factor on the density factor are in good agreement with the results of variable-density flow numerical modeling. Analytical solutions developed in this study provide a powerful tool for assessment of seawater intrusion in sloping coastal aquifers as well as in coastal aquifers with a known freshwater flux but an arbitrary geometry of the bottom confining layer. |
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THL @ christoph.kuells @ Lu.etal.2016 |
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15 |
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