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Research Article

Optimization design of quality monitoring network of Urmia plain using genetic algorithm and vulnerability map

ORCID Icon, ORCID Icon, , & ORCID Icon
Article: 2152492 | Received 26 Jan 2022, Accepted 22 Nov 2022, Published online: 26 Jan 2023

References

  • Aller L, Bennett T, Lehr JH, Petty RJ, Hackett G. 1987. DRASTIC: a standardized system for evaluating groundwater pollution using hydrogeologic settings. EPA, 600/2-87-035.
  • Ayvaz MT, Elçi A. 2018. Identification of the optimum groundwater quality monitoring network using a genetic algorithm based optimization approach. J Hydrol. 563:1078–1091.
  • Ayvaz MT, Kentel E. 2015. Identification of the best booster station network for a water distribution system. J Water Resour Plann Manage. 141(5):4014–4076.
  • Baalousha H. 2010. Assessment of a groundwater quality monitoring network using vulnerability mapping and geostatistics: a case study from Heretaunga Plains, New Zealand. Agric Water Manag. 97(2):240–246.
  • Babiker IS, Mohamed AA, Hiyama T, Kato K. 2005. A GIS-based DRASTIC model for assessing aquifer vulnerability in Kakamigahara Heights, Gifu Prefecture, central Japan. Sci Total Environ. 345(1–3):127–140.
  • Barbash JE, Resek EA. 1996. Pesticides in ground water: distribution, trends, and governing factors. Chelsea: MI7 Ann Arbor Press.
  • Barzegar R, Razzagh S, Quilty J, Adamowski J, Kheyrollah Pour H, Booij MJ. 2021. Improving GALDIT-based groundwater vulnerability predictive mapping using coupled resampling algorithms and machine learning models. J Hydrol. 598:126370.
  • Bordbar M, Khosravi K, Murgulet D, Tsai FT-C, Golkarian A. 2022. The use of hybrid machine learning models for improving the GALDIT model for coastal aquifer vulnerability mapping. Environ Earth Sci. 81(15):402.
  • Bordbar M, Neshat A, Javadi S. 2018. Vulnerability assessment of Gharesou-Gorganroud coastal aquifer using GALDIT and SINTACS and optimization by SPSA and GIS. Iran J Eco Hydrol. 5(2):699–711.
  • Bordbar M, Neshat A, Javadi S. 2019. Using Fuzzy logic and AHP models to modify GALDIT model in coastal aquifer vulnerability assessment. Iran Water Resour Res. 15(1):314–326.
  • Castany G. 1982. Principes et methods de l hydrogeologie. Paris: Dunod, p. 236.
  • Chachadi AG. 2005. Seawater intrusion mapping using modified GALDIT indicator model-case study in Goa. Jalvigyan Sameeksha. 20:29–45.
  • Chachadi AG, Lobo-Ferreira JP. 2001. Seawater intrusion vulnerability mapping of aquifers using the GALDIT method. Coastin. 4:7–9.
  • Chadalavada S, Datta B. 2008. Dynamic optimal monitoring network design for transient transport of pollutants in groundwater aquifers. Water Resour Manage. 22(6):651–670.
  • Comte J-C, Cassidy R, Obando J, Robins N, Ibrahim K, Melchioly S, Mjemah I, Shauri H, Bourhane A, Mohamed I, et al. 2016. Challenges in groundwater resource management in coastal aquifers of East Africa. J Hydrol Reg Stud. 5:179–199.
  • Dhar A, Patil RS. 2012. Multiobjective designof groundwater monitoring network underepistemic uncertainty. Water Resour Manage. 26(7):1809–1825.
  • Docheshmeh Gorgij A, Asghari Moghaddam A. 2015. Vulnerability assessment of saltwater intrusion using simplified GAPDIT Method: a case study of Azarshahr Plain Aquifer, East Azerbaijan, Iran.
  • Doerfliger N, Jeannin PY, Zwahlen F. 1999. Water vulnerability assessment in karst environments: a new method of defining protection areas using a multiattribute approach and GIS tools (EPIK method). Environ Geol. 39(2):165–176.
  • Ferguson G, Gleeson T. 2012. Vulnerability of coastal aquifers to groundwater use and climate change. Nat Clim Change. 2(5):342–345.
  • Foster S. 1987. Fundamental concepts in aquifer vulnerability, pollution risk and protection strategy. International Conference, the Netherlands Vulnerability of Soil and Groundwater to Pollutants. Netherlands Organization for Applied Scientific Research. The Hague, vol. 38, p. 69–86.
  • Goldberg DE. 1989. Genetic algorithms in search, optimization, and machine learning. Boston, MA: Addison Wesley Longman Publishing Co., Inc.
  • Gontara M, Allouche N, Jmal I, Bour S. 2016. Sensitivity analysis for the GALDIT method based on the assessment of vulnerability to pollution in the northern Sfax coastal aquifer, Tunisia. Arab J Geosci. 9:416.
  • Holding S, Allen DM. 2015. numerical modeling of freshwater lens response to climate change stressors on small islands. Hydrol Earth Syst Sci. 19(2):933–949.
  • Holland JH. 1975. Adaptation in natural and artificial systems; MIT Press: Cambridge, MA, USA.
  • Jason CF. 2013. Optimization of Water-Level Monitoring Networks in the Eastern Snak River Plain Aquifer Using a Kriging-BasedGenetic Algorithm Method. Prepared incooperation with the Bureau of Reclamation and U.S. Department of Energy, USGS.
  • Javadi AA, Abd‐Elhamid HF, Farmani R. 2012. A simulation optimization model to control seawater intrusion in coastal aquifers using abstraction/recharge wells. Int J Numer Anal Meth Geomech. 36(16):1757–1779.
  • Kallioras A, Pliakas F, Skias S, Gkiougkis I. 2011. Groundwater vulnerability assessment at SW Rhodope aquifer system in NE Greece. Adv Res Aquat Environ. 2:351–358.
  • Kanani TJ, Malek AM, Prakash I, Mehmood K. 2017. Ground water vulnerability assessment of coastal area of Porbandar, Gujarat, India. Int J Sci Res Dev. 5:796–799.
  • Kardan Moghaddam H, Javadi S. 2016. Evaluation vulnerability coastal aquifer by GALDIT index and calibration by AHP method. Water Soil Conserv. 23(2):163–177.
  • Ketabchi H, Ataie-Ashtiani B. 2015. Coastal groundwater optimization—advances, challenges, and practical solutions. Hydrogeol J. 23(6):1129–1154.
  • Khader A, McKee M. 2014. Use of a relevance vector machine for groundwater quality monitoring network design under uncertainty. Environ Modell Softw. 57:115–126.
  • Kura NU, Ramli MF, Ibrahim S, Sulaiman WN, Aris AZ, Tanko AI, Zaudi MA. 2015. Assessment of groundwater vulnerability to anthropogenic pollution and seawater intrusion in a small tropical island using index-based methods. Environ Sci Pollut Res Int. 22(2):1512–1533.
  • Lobo-Ferreira JP, Chachadi Diamantino AGC, Henriques MJ. 2005. Assessing aquifer vulnerability to seawater intrusion using GALDIT method: part 1-Application to the Portuguese Aquifer of Monte Gordo. The Forth Inter-Celetic Colloquium on the Hydrology and Management of Water Resources, Guimaraes, Portugal: p. 1–12.
  • Luo Q, Wu J, Yang Y, Qian J, Wu J. 2016. Multiobjective optimization of long-term groundwater monitoring network design using a probabilistic Pareto genetic algorithm under uncertainty. J Hydrol. 534:352–363.
  • Luoma S, Okkonen J, Korkka-Niemi K. 2017. Comparison of the AVI, modified SINTACS and GALDIT vulnerability methods under future climate change scenarios for a shallow low-lying coastal aquifer in southern Finland. Hydrogeol J. 25(1):203–222.
  • Mahmoudpour H, Janatrostami S, Ashrafzadeh A. 2021. Design of the optimal groundwater quality monitoring network using the aquifer vulnerability map. Iran-Water Resour Res. 16(4):154–173.
  • Moriasi DN, Arnold JG, Van Liew MW, Bingner RL, Harmel RD, Veith TL. 2007. Model evaluation guidelines for systematic quantification of accuracy in watershed simulations. Am Soc Agric Biol Eng. 50(3):885–900.
  • Nadjla B, Abdellatif D, Assia S. 2021. Mapping of the groundwater vulnerability to saline intrusion using the modified GALDIT model (Case: the Ain Temouchent coastal aquifer, (North-Western Algeria)). Environ Earth Sci. 80(8):319.
  • Nakhaei M, Mohammadi M, Rezaei M. 2014. Optimizing of aquifer withdrawal numerical model using Genetic Algorithm (Case Study: Uromiyeh Coastal Aquifer). Iran-Water Resour Res. 10(2):94–97.
  • Nakhaei M, Vadiati M, Mohammadi K. 2015. Evaluation of vulnerability of Urmia Lake Saline Water intrusion to coastal aquifer using GALDIT model. Geosci Sci Q J. 24(95):223.
  • Pedreira R, Kallioras A, Pliakas F, Gkiougkis I, Schuth C. 2015. Groundwater vulnerability assessment of a coastal aquifer system at River Nestos eastern Delta, Greece. Environ Earth Sci. 73(10):6387–6415.
  • Revelle R. 1941. Criteria for recognition of sea water in ground waters. Trans AGU. 22(3):593–597.
  • Sadatinejad SJ, Ghasemi L, Yousefi H. 2019. Redesign of groundwater monitoring network Kuhdasht aquifer. Iran J Eco-Hydrol. 5(4):1255–1266.
  • Santha Sophiya M, Syed TH. 2013. Assessment of vulnerability to seawater intrusion and potential remediation measures for coastal aquifers: a case study from eastern India. Environ Earth Sci. 70(3):1197–1209.
  • Santhi C, Arnold JG, Williams JR, Dugas WA, Srinivasan R, Hauck LM. 2001. Validation of the SWAT model on a large river basin with point and nonpoint sources. J Am Water Resourc Assoc. 37(5):1169–1188.
  • Savic DA, Evans KE, Silberhorn T. 1999. A Genetic Algorithm–Based System for the Optimal Design of Laminates. Computer Aided Civil Infrastructure Engg. 14(3):187–197.
  • Singh J, Knapp HV, Demissie M. 2004. Hydrologic modeling of the Iroquois River watershed using HSPF and SWAT. ISWS CR 2004-08. Champaign, Ill: Illinois State Water Survey.
  • Tasnim Z, Tahsin S. 2016. Application of the method of Galdit for groundwater vulnerability assessment: a case of south Florida. Asian J Appl Sci Eng. 5:27–40.
  • Tesoriero AJ, Inkpen EL, Voss FD. 1998. Assessing groundwater vulnerability using logistic regression. Proceedings for the Source Water Assessment and Protection 98 Conference, Dallas, TX, p. 157–165.
  • Thapinta A, Hudak PF. 2003. Use of geographic information systems for assessing groundwater pollution potential by pesticides in Central Thailand. Environ Int. 29(1):87–93.
  • Trabelsi N, Triki I, Hentati I, Zairi M. 2016. Aquifer vulnerability and seawater intrusion risk using GALDIT, GQISWI and GIS: case of a coastal aquifer in Tunisia. Environ Earth Sci. 75(8):669–710.
  • Van Liew MW, Arnold JG, Garbrecht JD. 2003. Hydrologic simulation on agricultural watersheds: choosing between models. Trans ASAE. 46:1539–1551.
  • Vrba J, Zaporozec A. 1994. Guidebook on mapping groundwater vulnerability. In International Contributions to Hydrology. Hannover: Heinz Heise.
  • Werner AD, Ward JD, Morgan LK, Simmons CT, Robinson NI, Teubner MD. 2012. Vulnerability indicators of sea water intrusion. Ground Water. 50(1):48–58.
  • Yang XS, Gandomi AH, Talatahari S, Alavi AH. 2012. Geotechnical and transport engineering. In Metaheuristics in water. 1st ed. Amsterdam: Elsevier.
  • Yang JS, Jeong YW, Agossou A, Sohn JS, Lee JB. 2022. GALDIT modification for seasonal seawater intrusion mapping using multi criteria decision making methods. Water. 14(14):2258.