Differential evolution optimization of water gap membrane distillation process for water desalination

•Modeling of water-gap membrane distillation (WGMD) process with cost analysis.•Optimization using the Differential Evolution (DE) technique.•Application of single and multi-objective optimization functions.•Optimization of output productivity, energy consumption, and water production cost.•Comprehe...

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Vydáno v:Separation and purification technology Ročník 270; s. 118765
Hlavní autoři: Alawad, Suhaib M., Khalifa, Atia E., Abido, Mohamed A., Antar, Mohamed A.
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier B.V 01.09.2021
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ISSN:1383-5866, 1873-3794
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Abstract •Modeling of water-gap membrane distillation (WGMD) process with cost analysis.•Optimization using the Differential Evolution (DE) technique.•Application of single and multi-objective optimization functions.•Optimization of output productivity, energy consumption, and water production cost.•Comprehensive investigation of the effects of operating and design parameters. A theoretical model to predict the performance of the water gap membrane distillation process is developed to study the impacts of the operating parameters on the permeate flux, specific energy consumption, and water production cost. The MD model is integrated with a heuristic differential evolution (DE) optimization technique to optimize the operating variables of the process to maximize the permeate flux and minimize the energy consumption and production cost. The optimized parameters include the feed temperature, coolant temperature, feed flow rate, coolant flow rate, and water gap thickness. The optimization is carried out for both single and multi-objective functions. Results indicated that about 60% increase in the value of the highest permeate flux is obtained from the optimization model compared with the theoretical model of the MD process. Moreover, the lowest values of both energy consumption and production cost are reduced by about 31% and 38%, respectively, when the optimization is applied. For the multi-objective model, optimization results showed significant improvement and achieved an optimized permeate flux 51% higher than the maximum flux obtained from the MD model without optimization, with an optimized value of specific energy consumption as low as 876 kWh/m3.
AbstractList •Modeling of water-gap membrane distillation (WGMD) process with cost analysis.•Optimization using the Differential Evolution (DE) technique.•Application of single and multi-objective optimization functions.•Optimization of output productivity, energy consumption, and water production cost.•Comprehensive investigation of the effects of operating and design parameters. A theoretical model to predict the performance of the water gap membrane distillation process is developed to study the impacts of the operating parameters on the permeate flux, specific energy consumption, and water production cost. The MD model is integrated with a heuristic differential evolution (DE) optimization technique to optimize the operating variables of the process to maximize the permeate flux and minimize the energy consumption and production cost. The optimized parameters include the feed temperature, coolant temperature, feed flow rate, coolant flow rate, and water gap thickness. The optimization is carried out for both single and multi-objective functions. Results indicated that about 60% increase in the value of the highest permeate flux is obtained from the optimization model compared with the theoretical model of the MD process. Moreover, the lowest values of both energy consumption and production cost are reduced by about 31% and 38%, respectively, when the optimization is applied. For the multi-objective model, optimization results showed significant improvement and achieved an optimized permeate flux 51% higher than the maximum flux obtained from the MD model without optimization, with an optimized value of specific energy consumption as low as 876 kWh/m3.
ArticleNumber 118765
Author Antar, Mohamed A.
Abido, Mohamed A.
Khalifa, Atia E.
Alawad, Suhaib M.
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  givenname: Atia E.
  surname: Khalifa
  fullname: Khalifa, Atia E.
  email: akhalifa@kfupm.edu.sa
  organization: Mechanical Engineering Department, King Fahd University of Petroleum & Minerals, Dhahran, Saudi Arabia
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  givenname: Mohamed A.
  surname: Abido
  fullname: Abido, Mohamed A.
  organization: Electrical Engineering Department, King Fahd University of Petroleum & Minerals, Dhahran, Saudi Arabia
– sequence: 4
  givenname: Mohamed A.
  surname: Antar
  fullname: Antar, Mohamed A.
  organization: Mechanical Engineering Department, King Fahd University of Petroleum & Minerals, Dhahran, Saudi Arabia
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Cites_doi 10.1016/j.memsci.2008.12.063
10.1016/j.cis.2010.09.005
10.1016/j.desal.2012.06.023
10.1109/3468.736361
10.1016/j.cor.2009.11.015
10.1016/j.memsci.2014.11.002
10.1016/j.energy.2010.09.028
10.1016/S0011-9164(01)00122-9
10.1016/j.seppur.2011.11.001
10.1080/19443994.2016.1189850
10.1016/j.energy.2013.02.042
10.1109/TSMCA.2007.909595
10.1016/S0142-0615(01)00067-9
10.1016/j.desal.2011.08.027
10.1016/j.desal.2018.02.018
10.1016/j.desal.2019.114088
10.1016/j.memsci.2013.12.055
10.1016/j.desal.2009.01.017
10.1016/j.ins.2009.11.044
10.1016/j.compchemeng.2005.12.020
10.1016/j.desal.2011.09.017
10.1007/s13369-016-2391-0
10.1021/ie070446p
10.1016/B978-0-444-53126-1.10012-0
10.1109/TEC.2002.801992
10.1007/s00521-016-2184-0
10.1021/ie980373x
10.1109/TEVC.2002.804322
10.1007/s13369-015-1772-0
10.1080/19443994.2014.961173
10.1016/S0098-1354(99)00290-2
10.1007/s13369-012-0224-3
10.1016/j.desal.2014.10.028
10.1016/j.ces.2007.03.039
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Keywords Performance optimization
Differential evolution algorithm
Single and multi-objective function optimization
Water desalination
Water gap membrane distillation
Language English
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References Khayet (b0020) 2011; 164
Mohammadi, Kazemi, Peydayesh (b0025) 2015; 56
Wang, Lior (b0150) 2011; 36
Sun, Kosar, Zhang, Feng (b0010) 2014; 455
Mohammadi, Safavi (b0045) 2009; 249
Drioli, Ali, Macedonio (b0005) 2015; 356
Lee, Han, Chang (b0110) 1999; 38
Alawad, Khalifa (b0145) 2019; 470
El-Sayed (b0160) 2001; 134
López-Ibáñez, Blum (b0065) 2010; 37
Chen, Shi, Teng, Lan, Hu (b0070) 2010; 180
Khalifa, Lawal (b0040) 2015; 40
Khalifa, Lawal (b0050) 2016; 57
Abido (b0075) 2002; 17
Shirazian, Alibabaei (b0085) 2017; 28
Storn, Price (b0105) 1997; 22
Abido, Al-Ali (b0170) 2012; 37
Joshi, Sanderson (b0120) 1999; 29
Zhao, Wardhaugh, Zhang, Feron (b0015) 2015; 475
Khayet, Cojocaru (b0055) 2012; 86
Smith (b0095) 2002; 6
Khalifa, Imteyaz, Lawal, Abido (b0090) 2017; 42
Abido (b0080) 2002; 24
M. Khayet, T. Matsuura, Membrane distillation: principles and applications, 2011.
Khayet, Cojocaru (b0035) 2012; 287
Chiou, Wang (b0100) 1999; 23
Alkhudhiri, Darwish, Hilal (b0130) 2012; 287
Das, Abraham, Konar (b0175) 2007; 38
Chen, Ho, Yeh (b0135) 2009; 330
Zubair, Antar, Elmutasim, Lawal (b0165) 2018; 436
Khayet, Cojocaru (b0060) 2013; 308
Khayet, Cojocaru, García-Payo (b0030) 2007; 46
Babu, Angira (b0115) 2006; 30
Kabeel, Abou Elmaaty, El-Said (b0155) 2013; 53
Babu, Munawar (b0125) 2007; 62
Joshi (10.1016/j.seppur.2021.118765_b0120) 1999; 29
Khayet (10.1016/j.seppur.2021.118765_b0020) 2011; 164
Drioli (10.1016/j.seppur.2021.118765_b0005) 2015; 356
Smith (10.1016/j.seppur.2021.118765_b0095) 2002; 6
Storn (10.1016/j.seppur.2021.118765_b0105) 1997; 22
Mohammadi (10.1016/j.seppur.2021.118765_b0025) 2015; 56
Khayet (10.1016/j.seppur.2021.118765_b0055) 2012; 86
Wang (10.1016/j.seppur.2021.118765_b0150) 2011; 36
Zubair (10.1016/j.seppur.2021.118765_b0165) 2018; 436
10.1016/j.seppur.2021.118765_b0140
Lee (10.1016/j.seppur.2021.118765_b0110) 1999; 38
Chen (10.1016/j.seppur.2021.118765_b0135) 2009; 330
Kabeel (10.1016/j.seppur.2021.118765_b0155) 2013; 53
Abido (10.1016/j.seppur.2021.118765_b0170) 2012; 37
Shirazian (10.1016/j.seppur.2021.118765_b0085) 2017; 28
Mohammadi (10.1016/j.seppur.2021.118765_b0045) 2009; 249
Chen (10.1016/j.seppur.2021.118765_b0070) 2010; 180
Das (10.1016/j.seppur.2021.118765_b0175) 2007; 38
Khayet (10.1016/j.seppur.2021.118765_b0035) 2012; 287
Khalifa (10.1016/j.seppur.2021.118765_b0040) 2015; 40
López-Ibáñez (10.1016/j.seppur.2021.118765_b0065) 2010; 37
Sun (10.1016/j.seppur.2021.118765_b0010) 2014; 455
Khalifa (10.1016/j.seppur.2021.118765_b0090) 2017; 42
Babu (10.1016/j.seppur.2021.118765_b0125) 2007; 62
Babu (10.1016/j.seppur.2021.118765_b0115) 2006; 30
Chiou (10.1016/j.seppur.2021.118765_b0100) 1999; 23
Abido (10.1016/j.seppur.2021.118765_b0075) 2002; 17
Abido (10.1016/j.seppur.2021.118765_b0080) 2002; 24
Khayet (10.1016/j.seppur.2021.118765_b0030) 2007; 46
Khayet (10.1016/j.seppur.2021.118765_b0060) 2013; 308
Khalifa (10.1016/j.seppur.2021.118765_b0050) 2016; 57
Alkhudhiri (10.1016/j.seppur.2021.118765_b0130) 2012; 287
Alawad (10.1016/j.seppur.2021.118765_b0145) 2019; 470
Zhao (10.1016/j.seppur.2021.118765_b0015) 2015; 475
El-Sayed (10.1016/j.seppur.2021.118765_b0160) 2001; 134
References_xml – volume: 30
  start-page: 989
  year: 2006
  end-page: 1002
  ident: b0115
  article-title: Modified differential evolution (MDE) for optimization of non-linear chemical processes
  publication-title: Comput. Chem. Eng.
– volume: 17
  start-page: 406
  year: 2002
  end-page: 413
  ident: b0075
  article-title: Optimal design of power-system stabilizers using particle swarm optimization
  publication-title: IEEE Trans. Energy Convers.
– volume: 23
  start-page: 1277
  year: 1999
  end-page: 1291
  ident: b0100
  article-title: Hybrid method of evolutionary algorithms for static and dynamic optimization problems with application to a fed-batch fermentation process
  publication-title: Comput. Chem. Eng.
– volume: 287
  start-page: 2
  year: 2012
  end-page: 18
  ident: b0130
  article-title: Membrane distillation: A comprehensive review
  publication-title: Desalination
– volume: 53
  start-page: 306
  year: 2013
  end-page: 311
  ident: b0155
  article-title: Economic analysis of a small-scale hybrid air HDH–SSF (humidification and dehumidification–water flashing evaporation) desalination plant
  publication-title: Energy
– volume: 37
  start-page: 1570
  year: 2010
  end-page: 1583
  ident: b0065
  article-title: Beam-ACO for the travelling salesman problem with time windows
  publication-title: Comput. Oper. Res.
– volume: 62
  start-page: 3720
  year: 2007
  end-page: 3739
  ident: b0125
  article-title: Differential evolution strategies for optimal design of shell-and-tube heat exchangers
  publication-title: Chem. Eng. Sci.
– volume: 37
  start-page: 991
  year: 2012
  end-page: 1005
  ident: b0170
  article-title: Multi-objective optimal power flow using differential evolution
  publication-title: Arabian J. Sci. Eng.
– volume: 330
  start-page: 279
  year: 2009
  end-page: 287
  ident: b0135
  article-title: Theoretical modeling and experimental analysis of direct contact membrane distillation
  publication-title: J. Membr. Sci.
– volume: 28
  start-page: 2099
  year: 2017
  end-page: 2104
  ident: b0085
  article-title: Using neural networks coupled with particle swarm optimization technique for mathematical modeling of air gap membrane distillation (AGMD) systems for desalination process
  publication-title: Neural Comput. Appl.
– volume: 38
  start-page: 4825
  year: 1999
  end-page: 4831
  ident: b0110
  article-title: Dynamic optimization of a continuous polymer reactor using a modified differential evolution algorithm
  publication-title: Ind. Eng. Chem. Res.
– volume: 287
  start-page: 138
  year: 2012
  end-page: 145
  ident: b0035
  article-title: Air gap membrane distillation: Desalination, modeling and optimization
  publication-title: Desalination
– volume: 134
  start-page: 129
  year: 2001
  end-page: 158
  ident: b0160
  article-title: Designing desalination systems for higher productivity
  publication-title: Desalination
– volume: 470
  year: 2019
  ident: b0145
  article-title: Analysis of water gap membrane distillation process for water desalination
  publication-title: Desalination
– volume: 36
  start-page: 3878
  year: 2011
  end-page: 3887
  ident: b0150
  article-title: Thermoeconomic analysis of a low-temperature multi-effect thermal desalination system coupled with an absorption heat pump
  publication-title: Energy
– volume: 356
  start-page: 56
  year: 2015
  end-page: 84
  ident: b0005
  article-title: Membrane distillation: recent developments and perspectives
  publication-title: Desalination
– volume: 164
  start-page: 56
  year: 2011
  end-page: 88
  ident: b0020
  article-title: Membranes and theoretical modeling of membrane distillation: a review
  publication-title: Adv. Colloid Interface Sci.
– volume: 180
  start-page: 1031
  year: 2010
  end-page: 1039
  ident: b0070
  article-title: An efficient hybrid algorithm for resource-constrained project scheduling
  publication-title: Inf. Sci.
– volume: 86
  start-page: 171
  year: 2012
  end-page: 182
  ident: b0055
  article-title: Artificial neural network modeling and optimization of desalination by air gap membrane distillation
  publication-title: Sep. Purif. Technol.
– volume: 6
  start-page: 526
  year: 2002
  ident: b0095
  article-title: Multi-objective optimization using evolutionary algorithms [Book Review]
  publication-title: IEEE Trans. Evol. Comput.
– volume: 22
  start-page: 18
  year: 1997
  end-page: 24
  ident: b0105
  article-title: Differential evolution a simple evolution strategy for fast optimization
  publication-title: Dr. Dobb’s J.
– volume: 42
  start-page: 1951
  year: 2017
  end-page: 1965
  ident: b0090
  article-title: Heuristic optimization techniques for air gap membrane distillation system
  publication-title: Arabian J. Sci. Eng.
– volume: 249
  start-page: 83
  year: 2009
  end-page: 89
  ident: b0045
  article-title: Application of Taguchi method in optimization of desalination by vacuum membrane distillation
  publication-title: Desalination
– volume: 38
  start-page: 218
  year: 2007
  end-page: 237
  ident: b0175
  article-title: Automatic clustering using an improved differential evolution algorithm
  publication-title: IEEE Trans. Syst., Man, Cybernet.-Part A: Syst. Humans
– volume: 475
  start-page: 445
  year: 2015
  end-page: 454
  ident: b0015
  article-title: Condensation, re-evaporation and associated heat transfer in membrane evaporation and sweeping gas membrane distillation
  publication-title: J. Membr. Sci.
– volume: 56
  start-page: 2306
  year: 2015
  end-page: 2315
  ident: b0025
  article-title: Optimization of vacuum membrane distillation parameters for water desalination using Box-Behnken design
  publication-title: Desalin. Water Treat.
– volume: 455
  start-page: 131
  year: 2014
  end-page: 142
  ident: b0010
  article-title: Vacuum membrane distillation for desalination of water using hollow fiber membranes
  publication-title: J. Membr. Sci.
– volume: 24
  start-page: 563
  year: 2002
  end-page: 571
  ident: b0080
  article-title: Optimal power flow using particle swarm optimization
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 436
  start-page: 161
  year: 2018
  end-page: 175
  ident: b0165
  article-title: Performance evaluation of humidification-dehumidification (HDH) desalination systems with and without heat recovery options: an experimental and theoretical investigation
  publication-title: Desalination
– volume: 40
  start-page: 3627
  year: 2015
  end-page: 3639
  ident: b0040
  article-title: Performance and optimization of air gap membrane distillation system for water desalination
  publication-title: Arabian J. Sci. Eng.
– volume: 46
  start-page: 5673
  year: 2007
  end-page: 5685
  ident: b0030
  article-title: Application of response surface methodology and experimental design in direct contact membrane distillation
  publication-title: Ind. Eng. Chem. Res.
– volume: 29
  start-page: 63
  year: 1999
  end-page: 76
  ident: b0120
  article-title: Minimal representation multisensor fusion using differential evolution
  publication-title: IEEE Trans. Syst., Man, Cybernet.-Part A: Syst. Humans
– volume: 57
  start-page: 28513
  year: 2016
  end-page: 28530
  ident: b0050
  article-title: Application of response surface and Taguchi optimization techniques to air gap membrane distillation for water desalination—A comparative study
  publication-title: Desalin. Water Treat.
– volume: 308
  start-page: 102
  year: 2013
  end-page: 110
  ident: b0060
  article-title: Artificial neural network model for desalination by sweeping gas membrane distillation
  publication-title: Desalination
– reference: M. Khayet, T. Matsuura, Membrane distillation: principles and applications, 2011.
– volume: 330
  start-page: 279
  issue: 1–2
  year: 2009
  ident: 10.1016/j.seppur.2021.118765_b0135
  article-title: Theoretical modeling and experimental analysis of direct contact membrane distillation
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2008.12.063
– volume: 164
  start-page: 56
  issue: 1–2
  year: 2011
  ident: 10.1016/j.seppur.2021.118765_b0020
  article-title: Membranes and theoretical modeling of membrane distillation: a review
  publication-title: Adv. Colloid Interface Sci.
  doi: 10.1016/j.cis.2010.09.005
– volume: 308
  start-page: 102
  year: 2013
  ident: 10.1016/j.seppur.2021.118765_b0060
  article-title: Artificial neural network model for desalination by sweeping gas membrane distillation
  publication-title: Desalination
  doi: 10.1016/j.desal.2012.06.023
– volume: 29
  start-page: 63
  issue: 1
  year: 1999
  ident: 10.1016/j.seppur.2021.118765_b0120
  article-title: Minimal representation multisensor fusion using differential evolution
  publication-title: IEEE Trans. Syst., Man, Cybernet.-Part A: Syst. Humans
  doi: 10.1109/3468.736361
– volume: 37
  start-page: 1570
  issue: 9
  year: 2010
  ident: 10.1016/j.seppur.2021.118765_b0065
  article-title: Beam-ACO for the travelling salesman problem with time windows
  publication-title: Comput. Oper. Res.
  doi: 10.1016/j.cor.2009.11.015
– volume: 475
  start-page: 445
  year: 2015
  ident: 10.1016/j.seppur.2021.118765_b0015
  article-title: Condensation, re-evaporation and associated heat transfer in membrane evaporation and sweeping gas membrane distillation
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2014.11.002
– volume: 36
  start-page: 3878
  issue: 6
  year: 2011
  ident: 10.1016/j.seppur.2021.118765_b0150
  article-title: Thermoeconomic analysis of a low-temperature multi-effect thermal desalination system coupled with an absorption heat pump
  publication-title: Energy
  doi: 10.1016/j.energy.2010.09.028
– volume: 134
  start-page: 129
  issue: 1–3
  year: 2001
  ident: 10.1016/j.seppur.2021.118765_b0160
  article-title: Designing desalination systems for higher productivity
  publication-title: Desalination
  doi: 10.1016/S0011-9164(01)00122-9
– volume: 86
  start-page: 171
  year: 2012
  ident: 10.1016/j.seppur.2021.118765_b0055
  article-title: Artificial neural network modeling and optimization of desalination by air gap membrane distillation
  publication-title: Sep. Purif. Technol.
  doi: 10.1016/j.seppur.2011.11.001
– volume: 57
  start-page: 28513
  issue: 59
  year: 2016
  ident: 10.1016/j.seppur.2021.118765_b0050
  article-title: Application of response surface and Taguchi optimization techniques to air gap membrane distillation for water desalination—A comparative study
  publication-title: Desalin. Water Treat.
  doi: 10.1080/19443994.2016.1189850
– volume: 53
  start-page: 306
  year: 2013
  ident: 10.1016/j.seppur.2021.118765_b0155
  article-title: Economic analysis of a small-scale hybrid air HDH–SSF (humidification and dehumidification–water flashing evaporation) desalination plant
  publication-title: Energy
  doi: 10.1016/j.energy.2013.02.042
– volume: 38
  start-page: 218
  issue: 1
  year: 2007
  ident: 10.1016/j.seppur.2021.118765_b0175
  article-title: Automatic clustering using an improved differential evolution algorithm
  publication-title: IEEE Trans. Syst., Man, Cybernet.-Part A: Syst. Humans
  doi: 10.1109/TSMCA.2007.909595
– volume: 22
  start-page: 18
  issue: 4
  year: 1997
  ident: 10.1016/j.seppur.2021.118765_b0105
  article-title: Differential evolution a simple evolution strategy for fast optimization
  publication-title: Dr. Dobb’s J.
– volume: 24
  start-page: 563
  issue: 7
  year: 2002
  ident: 10.1016/j.seppur.2021.118765_b0080
  article-title: Optimal power flow using particle swarm optimization
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/S0142-0615(01)00067-9
– volume: 287
  start-page: 2
  year: 2012
  ident: 10.1016/j.seppur.2021.118765_b0130
  article-title: Membrane distillation: A comprehensive review
  publication-title: Desalination
  doi: 10.1016/j.desal.2011.08.027
– volume: 436
  start-page: 161
  year: 2018
  ident: 10.1016/j.seppur.2021.118765_b0165
  article-title: Performance evaluation of humidification-dehumidification (HDH) desalination systems with and without heat recovery options: an experimental and theoretical investigation
  publication-title: Desalination
  doi: 10.1016/j.desal.2018.02.018
– volume: 470
  year: 2019
  ident: 10.1016/j.seppur.2021.118765_b0145
  article-title: Analysis of water gap membrane distillation process for water desalination
  publication-title: Desalination
  doi: 10.1016/j.desal.2019.114088
– volume: 455
  start-page: 131
  year: 2014
  ident: 10.1016/j.seppur.2021.118765_b0010
  article-title: Vacuum membrane distillation for desalination of water using hollow fiber membranes
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2013.12.055
– volume: 249
  start-page: 83
  issue: 1
  year: 2009
  ident: 10.1016/j.seppur.2021.118765_b0045
  article-title: Application of Taguchi method in optimization of desalination by vacuum membrane distillation
  publication-title: Desalination
  doi: 10.1016/j.desal.2009.01.017
– volume: 180
  start-page: 1031
  issue: 6
  year: 2010
  ident: 10.1016/j.seppur.2021.118765_b0070
  article-title: An efficient hybrid algorithm for resource-constrained project scheduling
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2009.11.044
– volume: 30
  start-page: 989
  issue: 6–7
  year: 2006
  ident: 10.1016/j.seppur.2021.118765_b0115
  article-title: Modified differential evolution (MDE) for optimization of non-linear chemical processes
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2005.12.020
– volume: 287
  start-page: 138
  year: 2012
  ident: 10.1016/j.seppur.2021.118765_b0035
  article-title: Air gap membrane distillation: Desalination, modeling and optimization
  publication-title: Desalination
  doi: 10.1016/j.desal.2011.09.017
– volume: 42
  start-page: 1951
  issue: 5
  year: 2017
  ident: 10.1016/j.seppur.2021.118765_b0090
  article-title: Heuristic optimization techniques for air gap membrane distillation system
  publication-title: Arabian J. Sci. Eng.
  doi: 10.1007/s13369-016-2391-0
– volume: 46
  start-page: 5673
  issue: 17
  year: 2007
  ident: 10.1016/j.seppur.2021.118765_b0030
  article-title: Application of response surface methodology and experimental design in direct contact membrane distillation
  publication-title: Ind. Eng. Chem. Res.
  doi: 10.1021/ie070446p
– ident: 10.1016/j.seppur.2021.118765_b0140
  doi: 10.1016/B978-0-444-53126-1.10012-0
– volume: 17
  start-page: 406
  issue: 3
  year: 2002
  ident: 10.1016/j.seppur.2021.118765_b0075
  article-title: Optimal design of power-system stabilizers using particle swarm optimization
  publication-title: IEEE Trans. Energy Convers.
  doi: 10.1109/TEC.2002.801992
– volume: 28
  start-page: 2099
  issue: 8
  year: 2017
  ident: 10.1016/j.seppur.2021.118765_b0085
  article-title: Using neural networks coupled with particle swarm optimization technique for mathematical modeling of air gap membrane distillation (AGMD) systems for desalination process
  publication-title: Neural Comput. Appl.
  doi: 10.1007/s00521-016-2184-0
– volume: 38
  start-page: 4825
  issue: 12
  year: 1999
  ident: 10.1016/j.seppur.2021.118765_b0110
  article-title: Dynamic optimization of a continuous polymer reactor using a modified differential evolution algorithm
  publication-title: Ind. Eng. Chem. Res.
  doi: 10.1021/ie980373x
– volume: 6
  start-page: 526
  issue: 5
  year: 2002
  ident: 10.1016/j.seppur.2021.118765_b0095
  article-title: Multi-objective optimization using evolutionary algorithms [Book Review]
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/TEVC.2002.804322
– volume: 40
  start-page: 3627
  issue: 12
  year: 2015
  ident: 10.1016/j.seppur.2021.118765_b0040
  article-title: Performance and optimization of air gap membrane distillation system for water desalination
  publication-title: Arabian J. Sci. Eng.
  doi: 10.1007/s13369-015-1772-0
– volume: 56
  start-page: 2306
  issue: 9
  year: 2015
  ident: 10.1016/j.seppur.2021.118765_b0025
  article-title: Optimization of vacuum membrane distillation parameters for water desalination using Box-Behnken design
  publication-title: Desalin. Water Treat.
  doi: 10.1080/19443994.2014.961173
– volume: 23
  start-page: 1277
  issue: 9
  year: 1999
  ident: 10.1016/j.seppur.2021.118765_b0100
  article-title: Hybrid method of evolutionary algorithms for static and dynamic optimization problems with application to a fed-batch fermentation process
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/S0098-1354(99)00290-2
– volume: 37
  start-page: 991
  issue: 4
  year: 2012
  ident: 10.1016/j.seppur.2021.118765_b0170
  article-title: Multi-objective optimal power flow using differential evolution
  publication-title: Arabian J. Sci. Eng.
  doi: 10.1007/s13369-012-0224-3
– volume: 356
  start-page: 56
  year: 2015
  ident: 10.1016/j.seppur.2021.118765_b0005
  article-title: Membrane distillation: recent developments and perspectives
  publication-title: Desalination
  doi: 10.1016/j.desal.2014.10.028
– volume: 62
  start-page: 3720
  issue: 14
  year: 2007
  ident: 10.1016/j.seppur.2021.118765_b0125
  article-title: Differential evolution strategies for optimal design of shell-and-tube heat exchangers
  publication-title: Chem. Eng. Sci.
  doi: 10.1016/j.ces.2007.03.039
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Snippet •Modeling of water-gap membrane distillation (WGMD) process with cost analysis.•Optimization using the Differential Evolution (DE) technique.•Application of...
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SubjectTerms Differential evolution algorithm
Performance optimization
Single and multi-objective function optimization
Water desalination
Water gap membrane distillation
Title Differential evolution optimization of water gap membrane distillation process for water desalination
URI https://dx.doi.org/10.1016/j.seppur.2021.118765
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