Optimizing groundwater development strategies by genetic algorithm: a case study for balancing the needs for agricultural irrigation and environmental protection in northern China

Gaoqing Plain is a major agriculture center of Shandong Province in northern China. Over the last 30 years, the diversion of Yellow River water for intensive irrigation in Gaoqing Plain has led to elevation of the water table and increased evaporation, and subsequently, a dramatic increase in salt c...

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Veröffentlicht in:Hydrogeology journal Jg. 15; H. 7; S. 1265 - 1278
Hauptverfasser: Wu, Jianfeng, Zheng, Li, Liu, Depeng
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Heidelberg Berlin/Heidelberg : Springer-Verlag 01.11.2007
Springer Nature B.V
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ISSN:1431-2174, 1435-0157
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Abstract Gaoqing Plain is a major agriculture center of Shandong Province in northern China. Over the last 30 years, the diversion of Yellow River water for intensive irrigation in Gaoqing Plain has led to elevation of the water table and increased evaporation, and subsequently, a dramatic increase in salt content in soil and rapid degradation of crop productivity. Optimal strategies have been explored, that will balance the need to extract sufficient groundwater for irrigation (to ease the pressure on diverting Yellow River water) with the need to improve the local environment by appropriately lowering the water table. Two simulation-optimization models have been formulated and a genetic algorithm (GA) is applied to search for the optimal groundwater development strategies in Gaoqing Plain, while keeping the adverse environmental impacts in check. Compared with the trial-and-error approach of previous studies, the optimization results demonstrate that using an optimization model coupled with a GA search is both effective and efficient. The optimal solutions identified by the GA will provide Gaoqing Plain with the blueprints for developing sustainable groundwater abstraction plans to support local economic development and improve its environmental quality.
AbstractList Gaoqing Plain is a major agriculture center of Shandong Province in northern China. Over the last 30 years, the diversion of Yellow River water for intensive irrigation in Gaoqing Plain has led to elevation of the water table and increased evaporation, and subsequently, a dramatic increase in salt content in soil and rapid degradation of crop productivity. Optimal strategies have been explored, that will balance the need to extract sufficient groundwater for irrigation (to ease the pressure on diverting Yellow River water) with the need to improve the local environment by appropriately lowering the water table. Two simulation-optimization models have been formulated and a genetic algorithm (GA) is applied to search for the optimal groundwater development strategies in Gaoqing Plain, while keeping the adverse environmental impacts in check. Compared with the trial- and-error approach of previous studies, the optimization results demonstrate that using an optimization model coupled with a GA search is both effective and efficient. The optimal solutions identified by the GA will provide Gaoqing Plain with the blueprints for developing sustainable groundwater abstraction plans to support local economic development and improve its environmental quality.Original Abstract: la Llanura de Gaoqing es un centro de agricultura muy importante de la Provincia de Shandong en China nortena. Durante los ultimos 30 anos, la desviacion de agua del Rio Amarillo para la irrigacion intensiva en la Llanura de Gaoqing, ha llevado a la elevacion del nivel freatico y esto ha incrementado la evaporacion, y como consecuencia, esto resulto en un aumento dramatico en el contenido de sal en el suelo y en la degradacion rapida de productividad de las cosechas. Se han explorado las mejores estrategias, tal que equilibren la necesidad de extraer el agua subterranea suficiente para la irrigacion (para aliviar la presion en desviar el agua del Rio Amarillo), con la necesidad de mejorar el ambiente local bajando el nivel freatico apropiadamente. Se han formulado dos modelos de simulacion-optimizacion y un algoritmo genetico (GA) se aplica para buscar las estrategias de desarrollo optimas del agua subterranea en la Llanura de Gaoqing, mientras se mantienen los impactos medioambientales adversos bajo observacion. En comparacion con las tecnicas de ensayo-y-error de estudios anteriores, los resultados de esta optimizacion demuestran que usando un modelo de optimizacion acoplado con una busqueda mediante GA, es tanto eficaz como eficiente. Las soluciones optimas identificadas por el GA, proporcionaran las bases para desarrollar los planes de extraccion sustentable del agua subterranea en las llanuras de Gaoqing, los cuales daran apoyo al desarrollo economico local y mejoraran su calidad medioambiental.
Gaoqing Plain is a major agriculture center of Shandong Province in northern China. Over the last 30 years, the diversion of Yellow River water for intensive irrigation in Gaoqing Plain has led to elevation of the water table and increased evaporation, and subsequently, a dramatic increase in salt content in soil and rapid degradation of crop productivity. Optimal strategies have been explored, that will balance the need to extract sufficient groundwater for irrigation (to ease the pressure on diverting Yellow River water) with the need to improve the local environment by appropriately lowering the water table. Two simulation-optimization models have been formulated and a genetic algorithm (GA) is applied to search for the optimal groundwater development strategies in Gaoqing Plain, while keeping the adverse environmental impacts in check. Compared with the trial-and-error approach of previous studies, the optimization results demonstrate that using an optimization model coupled with a GA search is both effective and efficient. The optimal solutions identified by the GA will provide Gaoqing Plain with the blueprints for developing sustainable groundwater abstraction plans to support local economic development and improve its environmental quality.[PUBLICATION ABSTRACT]
Gaoqing Plain is a major agriculture center of Shandong Province in northern China. Over the last 30 years, the diversion of Yellow River water for intensive irrigation in Gaoqing Plain has led to elevation of the water table and increased evaporation, and subsequently, a dramatic increase in salt content in soil and rapid degradation of crop productivity. Optimal strategies have been explored, that will balance the need to extract sufficient groundwater for irrigation (to ease the pressure on diverting Yellow River water) with the need to improve the local environment by appropriately lowering the water table. Two simulation-optimization models have been formulated and a genetic algorithm (GA) is applied to search for the optimal groundwater development strategies in Gaoqing Plain, while keeping the adverse environmental impacts in check. Compared with the trial-and-error approach of previous studies, the optimization results demonstrate that using an optimization model coupled with a GA search is both effective and efficient. The optimal solutions identified by the GA will provide Gaoqing Plain with the blueprints for developing sustainable groundwater abstraction plans to support local economic development and improve its environmental quality.
Author Liu, Depeng
Wu, Jianfeng
Zheng, Li
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Cites_doi 10.1029/93WR03511
10.1016/S0309-1708(00)00069-5
10.1007/s10040-003-0300-6
10.1016/j.agee.2004.07.012
10.1061/(ASCE)0733-9496(2002)128:6(431)
10.1002/hyp.1240
10.1061/(ASCE)0733-9496(2005)131:1(25)
10.1016/S0309-1708(01)00020-3
10.1029/2000WR900231
10.1016/j.jconhyd.2004.11.006
10.1029/2003WR002675
10.1029/2000WR900411
10.1016/S0022-1694(00)00364-4
10.1111/j.1745-6584.1997.tb00144.x
10.1029/98WR02368
10.1029/2000WR900232
10.1029/94WR00554
10.1002/hyp.5524
10.1007/s00254-002-0705-x
10.1016/j.envint.2005.05.028
10.1111/j.1752-1688.1998.tb00951.x
10.1029/97WR00366
10.1080/02508060108686913
10.1002/ird.117
10.1016/S0027-5107(99)00057-3
10.1007/978-1-4471-0721-7
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References HK Zhang (200_CR39) 1997; 13
AM Su (200_CR31) 2002; 20
E Kendy (200_CR15) 2003; 17
JG Ma (200_CR19) 2003; 10
CM Liu (200_CR17) 2001; 26
DC McKinney (200_CR22) 1994; 30
200_CR29
M Erickson (200_CR7) 2002; 25
DK Karpouzos (200_CR14) 2001; 37
P Reed (200_CR27) 2000b; 36
200_CR30
AH Aly (200_CR2) 1999b; 35
DT Pham (200_CR24) 2000
BJ Ritzel (200_CR28) 1994; 30
200_CR36
JF Wu (200_CR38) 2005; 77
S Maskey (200_CR20) 2002; 128
JY Tian (200_CR32) 1993; 12
P Bayer (200_CR3) 2004; 40
M Wang (200_CR33) 1997; 35
DH Lu (200_CR18) 2003; 1
C Huang (200_CR13) 1997; 33
ABC Hilton (200_CR11) 2005; 131
XG Wang (200_CR35) 2004; 53
200_CR6
M Wang (200_CR34) 1998; 34
S Foster (200_CR8) 2004; 12
ZS Han (200_CR10) 2003; 44
KL Hu (200_CR12) 2005; 31
X Cai (200_CR5) 2001; 24
P Reed (200_CR26) 2000a; 36
200_CR21
KL Prasad (200_CR25) 2001; 243
AH Aly (200_CR1) 1999a; 35
L Zhen (200_CR40) 2005; 105
CM Liu (200_CR16) 2004; 18
MS Miao (200_CR23) 1999; 426
X Cai (200_CR4) 2004; 40
DE Goldberg (200_CR9) 1989
JF Wu (200_CR37) 1998; 53
References_xml – volume: 30
  start-page: 1589
  issue: 5
  year: 1994
  ident: 200_CR28
  publication-title: Water Resour Res
  doi: 10.1029/93WR03511
– ident: 200_CR29
– volume: 24
  start-page: 667
  year: 2001
  ident: 200_CR5
  publication-title: Adv Water Resour
  doi: 10.1016/S0309-1708(00)00069-5
– volume: 12
  start-page: 81
  issue: 1
  year: 2004
  ident: 200_CR8
  publication-title: Hydrogeol J
  doi: 10.1007/s10040-003-0300-6
– volume: 105
  start-page: 507
  issue: 3
  year: 2005
  ident: 200_CR40
  publication-title: Agri Ecosys Environ
  doi: 10.1016/j.agee.2004.07.012
– volume: 12
  start-page: 14
  issue: 4
  year: 1993
  ident: 200_CR32
  publication-title: Chin J Ecol
– volume: 40
  start-page: W08S04
  year: 2004
  ident: 200_CR4
  publication-title: Water Resour Res
– volume: 128
  start-page: 431
  issue: 6
  year: 2002
  ident: 200_CR20
  publication-title: J Water Resour Plann Manag-ASCE
  doi: 10.1061/(ASCE)0733-9496(2002)128:6(431)
– volume: 17
  start-page: 2011
  issue: 10
  year: 2003
  ident: 200_CR15
  publication-title: Hydrol Process
  doi: 10.1002/hyp.1240
– volume: 35
  start-page: 215
  issue: 8
  year: 1999a
  ident: 200_CR1
  publication-title: Water Resour Res
– volume: 131
  start-page: 25
  issue: 1
  year: 2005
  ident: 200_CR11
  publication-title: J Water Resour Plann Manag-ASCE
  doi: 10.1061/(ASCE)0733-9496(2005)131:1(25)
– volume: 20
  start-page: 60
  issue: 3
  year: 2002
  ident: 200_CR31
  publication-title: Environ Eng
– volume: 53
  start-page: 167
  issue: suppl
  year: 1998
  ident: 200_CR37
  publication-title: Acta Geograph Sin
– volume: 25
  start-page: 51
  issue: 1
  year: 2002
  ident: 200_CR7
  publication-title: Adv Water Resour
  doi: 10.1016/S0309-1708(01)00020-3
– ident: 200_CR21
– volume: 36
  start-page: 3757
  issue: 12
  year: 2000b
  ident: 200_CR27
  publication-title: Water Resour Res
  doi: 10.1029/2000WR900231
– volume: 77
  start-page: 41
  year: 2005
  ident: 200_CR38
  publication-title: J Contam Hydrol
  doi: 10.1016/j.jconhyd.2004.11.006
– volume: 10
  start-page: 108
  issue: 2
  year: 2003
  ident: 200_CR19
  publication-title: Res Soil Water Conserv
– volume: 40
  start-page: W06506
  year: 2004
  ident: 200_CR3
  publication-title: Water Resour Res
  doi: 10.1029/2003WR002675
– volume: 13
  start-page: 40
  issue: 2
  year: 1997
  ident: 200_CR39
  publication-title: Environ Monit China
– volume: 37
  start-page: 2291
  issue: 9
  year: 2001
  ident: 200_CR14
  publication-title: Water Resour Res
  doi: 10.1029/2000WR900411
– volume: 243
  start-page: 149
  year: 2001
  ident: 200_CR25
  publication-title: J Hydrol
  doi: 10.1016/S0022-1694(00)00364-4
– volume: 35
  start-page: 757
  issue: 5
  year: 1997
  ident: 200_CR33
  publication-title: Ground Water
  doi: 10.1111/j.1745-6584.1997.tb00144.x
– volume: 35
  start-page: 2523
  issue: 8
  year: 1999b
  ident: 200_CR2
  publication-title: Water Resour Res
  doi: 10.1029/98WR02368
– volume: 36
  start-page: 3731
  issue: 12
  year: 2000a
  ident: 200_CR26
  publication-title: Water Resour Res
  doi: 10.1029/2000WR900232
– volume: 30
  start-page: 1897
  issue: 6
  year: 1994
  ident: 200_CR22
  publication-title: Water Resour Res
  doi: 10.1029/94WR00554
– ident: 200_CR30
– volume: 18
  start-page: 2197
  issue: 12
  year: 2004
  ident: 200_CR16
  publication-title: Hydrol Process
  doi: 10.1002/hyp.5524
– volume: 44
  start-page: 106
  issue: 1
  year: 2003
  ident: 200_CR10
  publication-title: Environ Geol
  doi: 10.1007/s00254-002-0705-x
– volume: 31
  start-page: 896
  issue: 6
  year: 2005
  ident: 200_CR12
  publication-title: Environ Int
  doi: 10.1016/j.envint.2005.05.028
– volume: 34
  start-page: 519
  issue: 3
  year: 1998
  ident: 200_CR34
  publication-title: J Am Water Resour Assoc
  doi: 10.1111/j.1752-1688.1998.tb00951.x
– volume: 33
  start-page: 1001
  issue: 5
  year: 1997
  ident: 200_CR13
  publication-title: Water Resour Res
  doi: 10.1029/97WR00366
– volume: 26
  start-page: 265
  issue: 2
  year: 2001
  ident: 200_CR17
  publication-title: Water Int
  doi: 10.1080/02508060108686913
– volume: 53
  start-page: 263
  issue: 3
  year: 2004
  ident: 200_CR35
  publication-title: Irrig Drain
  doi: 10.1002/ird.117
– volume-title: Genetic algorithm in search, optimization and machine learning, mass
  year: 1989
  ident: 200_CR9
– ident: 200_CR6
– volume: 426
  start-page: 143
  issue: 2
  year: 1999
  ident: 200_CR23
  publication-title: Mutat Res Fundamen Mol Mech Mutagen
  doi: 10.1016/S0027-5107(99)00057-3
– volume: 1
  start-page: 37
  year: 2003
  ident: 200_CR18
  publication-title: Environ Prot
– ident: 200_CR36
– volume-title: Intelligent optimization techniques: genetic algorithms, tabu search, simulated annealing and neural networks
  year: 2000
  ident: 200_CR24
  doi: 10.1007/978-1-4471-0721-7
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Snippet Gaoqing Plain is a major agriculture center of Shandong Province in northern China. Over the last 30 years, the diversion of Yellow River water for intensive...
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SubjectTerms Algorithms
case studies
China
Crop production
Development strategies
Economic development
Engineering drawings
Environment models
Environmental impact
Environmental protection
Environmental quality
Error analysis
Evaporation
Genetic algorithms
Groundwater
groundwater extraction
Groundwater irrigation
Groundwater potential
Groundwater quality
Groundwater recharge/water budget
Groundwater table
irrigated farming
Irrigation
Irrigation water
Optimization models
Over-abstraction
River water
Rivers
Simulation-optimization model
soil degradation
soil salts
Soil water
Studies
Water table
Yellow River
Title Optimizing groundwater development strategies by genetic algorithm: a case study for balancing the needs for agricultural irrigation and environmental protection in northern China
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