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Hydrological Sciences Journal Volume 64, 2019 - Issue 3
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Research Article

Performance comparison of multiple and single surrogate models for pumping optimization of coastal aquifers

Vasileios Christelisa Laboratory of Reclamation Works and Water Resources Management, School of Rural and Surveying Engineering, National Technical University of Athens, Athens, Greece;b British Geological Survey, Environmental Science Centre, Keyworth, Nottingham, UKCorrespondence[email protected]
,
George Kopsiaftisa Laboratory of Reclamation Works and Water Resources Management, School of Rural and Surveying Engineering, National Technical University of Athens, Athens, Greece
&
Aristotelis Mantogloua Laboratory of Reclamation Works and Water Resources Management, School of Rural and Surveying Engineering, National Technical University of Athens, Athens, Greece
Pages 336-349 | Received 22 May 2018, Accepted 18 Dec 2018, Published online: 11 Mar 2019

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Hossein Ahmadi. (2024) Modeling of groundwater-surface water interactions: a review of integration strategies. ISH Journal of Hydraulic Engineering 30:1, pages 132-146.
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Hao Chen, Zhilang Zhang, Weikun Li, Qimeng Liu, Kai Sun, Dixia Fan & Weicheng Cui. (2024) Ensemble of surrogates in black-box-type engineering optimization: Recent advances and applications. Expert Systems with Applications 248, pages 123427.
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Quentin Ragueneau, Luc Laurent, Antoine Legay, Thomas Larroque & Romain Crambuer. (2024) A constrained Bayesian Optimization framework for structural vibrations with local nonlinearities. Structural and Multidisciplinary Optimization 67:4.
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I. A. Nikoletos & K. L. Katsifarakis. (2024) The Method of Images Revisited: Approximate Solutions in Wedge‐Shaped Aquifers of Arbitrary Angle. Water Resources Research 60:2.
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Abdelwahid Boutemedjet, Smail Khalfallah, Mahfoudh Cerdoun & Abdelkader Benaouali. (2024) A multi-objective optimization strategy based on combined meta-models: Application to a wind turbine. Proceedings of the Institution of Mechanical Engineers, Part E: Journal of Process Mechanical Engineering.
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Jiannan Luo, Xi Ma, Yefei Ji, Xueli Li, Zhuo Song & Wenxi Lu. (2023) Review of machine learning-based surrogate models of groundwater contaminant modeling. Environmental Research 238, pages 117268.
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Luis Blanco-Cocom, Salvador Botello-Rionda, L.C. Ordoñez & S. Ivvan Valdez. (2023) Parameter estimation for empirical and semi-empirical models in a direct ethanol fuel cell. Energy Reports 10, pages 451-459.
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Vasileios Christelis, George Kopsiaftis, Rommel G. Regis & Aristotelis Mantoglou. (2023) An adaptive multi-fidelity optimization framework based on co-Kriging surrogate models and stochastic sampling with application to coastal aquifer management. Advances in Water Resources 180, pages 104537.
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Shreyansh Mishra, Lilian Bosc, Shishir Gaur, Mariem Kacem & Anurag Ohri. (2023) Handling Large Decision Variables in Multi-Objective Groundwater Optimization Problems: Aquifer Parameter-Based Clustering Approach. Water Resources Management 37:11, pages 4553-4568.
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George Kopsiaftis, Maria Kaselimi, Eftychios Protopapadakis, Athanasios Voulodimos, Anastasios Doulamis, Nikolaos Doulamis & Aristotelis Mantoglou. (2023) Performance comparison of physics-based and machine learning assisted multi-fidelity methods for the management of coastal aquifer systems. Frontiers in Water 5.
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Nikolaos Nagkoulis & Konstantinos L. Katsifarakis. (2022) Using Alternate Pumping and Cooperative Game Theory to Reduce Sea Water Intrusion. Groundwater 61:1, pages 35-43.
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Philipp Schad, Johannes Boog & Thomas Kalbacher. (2022) r2ogs5: Calibration of Numerical Groundwater Flow Models with Bayesian Optimization in R. Groundwater 61:1, pages 119-130.
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Ranjeet Sabale, B. Venkatesh & Mathew Jose. (2022) Sustainable water resource management through conjunctive use of groundwater and surface water: a review. Innovative Infrastructure Solutions 8:1.
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Ahmed M. Saqr, Mona G. Ibrahim, Manabu Fujii & Mahmoud Nasr. (2022) Simulation-Optimization Modeling Techniques for Groundwater Management and Sustainability: A Critical Review. Advanced Engineering Forum 47, pages 89-100.
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I.A. Nikoletos & K.L. Katsifarakis. (2022) Approximate application of the method of images in fields with two boundaries intersected at angles between 180° and 90°. Journal of Hydrology 607, pages 127519.
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Vasileios Christelis & Andrew G. Hughes. (2022) Multifidelity Surrogate Models for Efficient Uncertainty Propagation Analysis in Salars Systems. Frontiers in Water 4.
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Nikolaos Nagkoulis & Konstantinos L. Katsifarakis. (2022) Cost minimization of groundwater supply to a central tank. Water Supply 22:2, pages 2055-2066.
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Hongling Yu, Xiaoling Wang, Bingyu Ren, Tuocheng Zeng, Mingming Lv & Cheng Wang. (2022) An efficient Bayesian inversion method for seepage parameters using a data-driven error model and an ensemble of surrogates considering the interactions between prediction performance indicators. Journal of Hydrology 604, pages 127235.
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Jian-Yu Li, Zhi-Hui Zhan, Hua Wang & Jun Zhang. (2021) Data-Driven Evolutionary Algorithm With Perturbation-Based Ensemble Surrogates. IEEE Transactions on Cybernetics 51:8, pages 3925-3937.
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Alvin Lal & Bithin Datta. (2020) Application of the group method of data handling and variable importance analysis for prediction and modelling of saltwater intrusion processes in coastal aquifers. Neural Computing and Applications 33:9, pages 4179-4190.
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Ágnes Bárkányi, Tibor Chován, Sándor Németh & János Abonyi. (2021) Modelling for Digital Twins—Potential Role of Surrogate Models. Processes 9:3, pages 476.
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Alvin Lal & Bithin Datta. 2021. Groundwater Resources Development and Planning in the Semi-Arid Region. Groundwater Resources Development and Planning in the Semi-Arid Region 53 72 .

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