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Erschienen in: Water Resources Management 6/2019

03.04.2019

Multi-Objective Planning for Conjunctive Use of Surface and Ground Water Resources Using Genetic Programming

verfasst von: Reza Sepahvand, Hamid R. Safavi, Farshad Rezaei

Erschienen in: Water Resources Management | Ausgabe 6/2019

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Abstract

In arid and semi-arid regions, climate change causes a drastic decline in the volume of water resources as water demands increase. Thus, the present study is aimed at using a simulation-optimization model to perform conjunctive management of surface-ground water use to achieve two main objectives: (1) minimizing shortages in meeting irrigation water demands and (2) maximizing the total agricultural net benefit for the main crops of an agricultural sector. To meet these main goals, first, the genetic programming (GP) method is used to simulate surface water-groundwater interactions. Then, the simulation model is linked to a multi-objective genetic algorithm (MOGA) as the optimization model, yielding a simulation-optimization model. In order to investigate the impact of different climatic conditions on the optimized surface and ground water allocation and propose an optimal crop pattern for each climatic period, three planning periods (wet, normal and dry) were addressed in modeling the conjunctive water use management problem. Finally, the economic results of this study suggested a maximum increase in the net benefit by 38.19%, 59.37% and 45%, as compared to those obtained in the actual operation in wet, normal and dry years, respectively, for one study sub-area. The net benefit was also increased by at most 84.79%, 83.3% and 120.77% in wet, normal and dry years, respectively, for another study sub-area, demonstrating the competence of the optimal conjunctive use model to enhance net benefits with the least negative socio-environmental impacts resulting from any development and management scheme in the field of water resources.

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Literatur
Zurück zum Zitat Barlow PM, Ahlfeld DP, Dickerman DC (2003) Conjunctive-management models for sustained yield of stream-aquifer systems. J Water Resour Plan Manag 129(1):35–48CrossRef Barlow PM, Ahlfeld DP, Dickerman DC (2003) Conjunctive-management models for sustained yield of stream-aquifer systems. J Water Resour Plan Manag 129(1):35–48CrossRef
Zurück zum Zitat Bhattacharjya RK, Datta B (2005) Optimal management of coastal aquifers using linked simulation optimization approach. Water Resour Manag 19(3):295–320CrossRef Bhattacharjya RK, Datta B (2005) Optimal management of coastal aquifers using linked simulation optimization approach. Water Resour Manag 19(3):295–320CrossRef
Zurück zum Zitat Bazargan-Lari MR, Kerachian R, Mansoori A (2009) A conflict-resolution model for the conjunctive use of surface and groundwater resources that considers water-quality issues: a case study. Environ Manag 43(3):470–482CrossRef Bazargan-Lari MR, Kerachian R, Mansoori A (2009) A conflict-resolution model for the conjunctive use of surface and groundwater resources that considers water-quality issues: a case study. Environ Manag 43(3):470–482CrossRef
Zurück zum Zitat Cobaner M, Babayigit B, Dogan A (2016) Estimation of groundwater levels with surface observations via genetic programming. American Water Works Association 108(6):36–39 Cobaner M, Babayigit B, Dogan A (2016) Estimation of groundwater levels with surface observations via genetic programming. American Water Works Association 108(6):36–39
Zurück zum Zitat Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182–197CrossRef Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182–197CrossRef
Zurück zum Zitat Fallah-Mehdipour E, BozorgHaddad O, Marino MA (2014) Genetic programming in groundwater modeling. J Hydrol Eng 19(12):04014031CrossRef Fallah-Mehdipour E, BozorgHaddad O, Marino MA (2014) Genetic programming in groundwater modeling. J Hydrol Eng 19(12):04014031CrossRef
Zurück zum Zitat Harmancioglu NB, Barbaros F, Cetinkaya CP (2013) Sustainability issues in water management. Water Resour Manag 27(6):1867–1891CrossRef Harmancioglu NB, Barbaros F, Cetinkaya CP (2013) Sustainability issues in water management. Water Resour Manag 27(6):1867–1891CrossRef
Zurück zum Zitat Jyothiprakash, V, Magar RB, (2012) Multi-step ahead daily and hourly intermittent reservoir inflow prediction using artificial intelligence techniques using lumped and distributed data. J Hydrol 450:293–307 Jyothiprakash, V, Magar RB, (2012) Multi-step ahead daily and hourly intermittent reservoir inflow prediction using artificial intelligence techniques using lumped and distributed data. J Hydrol 450:293–307
Zurück zum Zitat Koza JR (1994) Genetic programming as a means for programming computers by natural selection. Stat Comput 4(2):87–112CrossRef Koza JR (1994) Genetic programming as a means for programming computers by natural selection. Stat Comput 4(2):87–112CrossRef
Zurück zum Zitat Li M, Fu Q, Singh V, Liu D (2018) An interval multi-objective programming model for irrigation water allocation under uncertainty. Agric Water Manag 196:24–36CrossRef Li M, Fu Q, Singh V, Liu D (2018) An interval multi-objective programming model for irrigation water allocation under uncertainty. Agric Water Manag 196:24–36CrossRef
Zurück zum Zitat Mani A, Tsai F, Kao T-C, Naz S-C, Ashfaq SN, Rastogi D (2016) Conjunctive management of surface and groundwater resources under projected future climate change scenarios. J Hydrol 540:397–411CrossRef Mani A, Tsai F, Kao T-C, Naz S-C, Ashfaq SN, Rastogi D (2016) Conjunctive management of surface and groundwater resources under projected future climate change scenarios. J Hydrol 540:397–411CrossRef
Zurück zum Zitat Matsukawa J, Finney BA, Willis R (1992) Conjunctive-use planning in Mad river basin, California. J Water Resour Plan Manag 118(2):115–132 Matsukawa J, Finney BA, Willis R (1992) Conjunctive-use planning in Mad river basin, California. J Water Resour Plan Manag 118(2):115–132
Zurück zum Zitat Milan SG, Roozbahani A, Banihabib ME (2018) Fuzzy optimization model and fuzzy inference system for conjunctive use of surface and groundwater resources. J Hydrol 566:421–434CrossRef Milan SG, Roozbahani A, Banihabib ME (2018) Fuzzy optimization model and fuzzy inference system for conjunctive use of surface and groundwater resources. J Hydrol 566:421–434CrossRef
Zurück zum Zitat Rafipour-Langeroudi M, Kerachian R, Bazargan-Lari MR (2014) Developing operating rules for conjunctive use of surface and groundwater considering the water quality issues. KSCE J Civ Eng 18(2):454–461CrossRef Rafipour-Langeroudi M, Kerachian R, Bazargan-Lari MR (2014) Developing operating rules for conjunctive use of surface and groundwater considering the water quality issues. KSCE J Civ Eng 18(2):454–461CrossRef
Zurück zum Zitat Rezaei F, Safavi HR, Mirchi A, Madani K (2017a) f-MOPSO: an alternative multi-objective PSO algorithm for conjunctive water use management. J Hydro Environ Res 14:1–18CrossRef Rezaei F, Safavi HR, Mirchi A, Madani K (2017a) f-MOPSO: an alternative multi-objective PSO algorithm for conjunctive water use management. J Hydro Environ Res 14:1–18CrossRef
Zurück zum Zitat Rezaei F, Safavi HR, Zekri (2017b) A hybrid fuzzy-based multi-objective PSO algorithm for conjunctive water use and optimal multi-Crop pattern planning. Water Resour Manag 31(4):1139–1155CrossRef Rezaei F, Safavi HR, Zekri (2017b) A hybrid fuzzy-based multi-objective PSO algorithm for conjunctive water use and optimal multi-Crop pattern planning. Water Resour Manag 31(4):1139–1155CrossRef
Zurück zum Zitat Safavi HR, Darzi F, Mariño MA (2010) Simulation-optimization modeling of conjunctive use of surface water and groundwater. Water Resour Manag 24(10):1965–1988CrossRef Safavi HR, Darzi F, Mariño MA (2010) Simulation-optimization modeling of conjunctive use of surface water and groundwater. Water Resour Manag 24(10):1965–1988CrossRef
Zurück zum Zitat Shi F, Zhao C, Sun D, Peng D, Han M (2012) Conjunctive use of surface and groundwater in central Asia area: a case study of the Tailan River Basin. Stoch Env Res Risk A 26:145–169 Shi F, Zhao C, Sun D, Peng D, Han M (2012) Conjunctive use of surface and groundwater in central Asia area: a case study of the Tailan River Basin. Stoch Env Res Risk A 26:145–169
Zurück zum Zitat Singh A (2014) Simulation–optimization modeling for conjunctive water use management. Agric Water Manag 141:23–29CrossRef Singh A (2014) Simulation–optimization modeling for conjunctive water use management. Agric Water Manag 141:23–29CrossRef
Zurück zum Zitat Tabari MMR, Yazdi A (2014) Conjunctive use of surface and groundwater with inter-basin transfer approach: case study piranshahr. Water Resour Manag 28(7):1887–1906CrossRef Tabari MMR, Yazdi A (2014) Conjunctive use of surface and groundwater with inter-basin transfer approach: case study piranshahr. Water Resour Manag 28(7):1887–1906CrossRef
Zurück zum Zitat Tabari MMR (2015a) Conjunctive Use Management under Uncertainty Conditions in Aquifer Parameters. Water Resour Manag 29(8):2967–2986CrossRef Tabari MMR (2015a) Conjunctive Use Management under Uncertainty Conditions in Aquifer Parameters. Water Resour Manag 29(8):2967–2986CrossRef
Zurück zum Zitat Tabari MMR (2015b) Developing a Model for Optimal Use of Groundwater Based on Multi-Objective Planning, Case Study: Imam Khomeini International Airport. Journal of Water and Wastewater 25(6):88–99 (In Persian) Tabari MMR (2015b) Developing a Model for Optimal Use of Groundwater Based on Multi-Objective Planning, Case Study: Imam Khomeini International Airport. Journal of Water and Wastewater 25(6):88–99 (In Persian)
Zurück zum Zitat Xie YL, Xia DX, Ji L, Huang GH (2018) An inexact stochastic-fuzzy optimization model for agricultural water allocation and land resources utilization management under considering effective rainfall. Ecol Indic 92:301–311CrossRef Xie YL, Xia DX, Ji L, Huang GH (2018) An inexact stochastic-fuzzy optimization model for agricultural water allocation and land resources utilization management under considering effective rainfall. Ecol Indic 92:301–311CrossRef
Zurück zum Zitat Yang C-C, Chang L-C, Chen C-S, Yeh M-S (2009) Multi-objective planning for conjunctive use of surface and subsurface water using genetic algorithm and dynamics programming. Water Resour Manag 23(3):417–437CrossRef Yang C-C, Chang L-C, Chen C-S, Yeh M-S (2009) Multi-objective planning for conjunctive use of surface and subsurface water using genetic algorithm and dynamics programming. Water Resour Manag 23(3):417–437CrossRef
Zurück zum Zitat Yousefi M, Banihabib ME, Soltani J, Roozbahani A (2018) Multi-objective particle swarm optimization model for conjuctive use of treated wastewater and groundwater. Agric Water Manag 208:224–231CrossRef Yousefi M, Banihabib ME, Soltani J, Roozbahani A (2018) Multi-objective particle swarm optimization model for conjuctive use of treated wastewater and groundwater. Agric Water Manag 208:224–231CrossRef
Metadaten
Titel
Multi-Objective Planning for Conjunctive Use of Surface and Ground Water Resources Using Genetic Programming
verfasst von
Reza Sepahvand
Hamid R. Safavi
Farshad Rezaei
Publikationsdatum
03.04.2019
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 6/2019
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-019-02229-4

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