Layout optimization for underwater nozzle array of air-lifted artificial upwelling system based on discrete particle swarm algorithm

•Modeling artificial upwelling efficiency under crossflow.•Optimized nozzle layout improves upwelling efficiency.•Discrete particle swarm algorithm enhances carbon sequestration.•Increasing nozzles will improve performance, but raises investment cost.•Reference for engineering design of artificial u...

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Vydané v:Applied ocean research Ročník 140; s. 103724
Hlavní autori: Zhang, Yiyuan, Fan, Wei, Zhao, Yonggang, Wen, Caining, Lin, Zhenni, Qu, Mengjie
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Elsevier Ltd 01.11.2023
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ISSN:0141-1187, 1879-1549
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Abstract •Modeling artificial upwelling efficiency under crossflow.•Optimized nozzle layout improves upwelling efficiency.•Discrete particle swarm algorithm enhances carbon sequestration.•Increasing nozzles will improve performance, but raises investment cost.•Reference for engineering design of artificial upwelling. Artificial upwelling (AU) is widely recognized as a geoengineering tool to enhance oceanic fertility and stimulate the earth's capability of self-healing. Several air-lifted AU systems have been established to promote seaweed growth and facilitate carbon sequestration, for instance, in Norway and China. However, few researchers have addressed the critical issue of optimizing the layout of the underwater nozzle array (UNA), a key component of the air-lifted AU system. In this paper, we propose a novel method to optimize the layout of UNA by introducing and improving the discrete particle swarm optimization (DPSO) algorithm to guide the optimal nozzle positions. Furthermore, we develop the nutrient transport efficiency model to evaluate the performance of the AU system and apply it to investigate a typical AU system, namely the one in Aoshan Bay, China. Our results demonstrate that the proposed DPSO algorithm outperforms the conventional particle swarm optimization algorithm and the nutrient transport efficiency under the optimized UNA layouts was improved by an average of 14.5% to 35.0% compared to randomly generated layouts. These findings suggest that our optimization method could serve as a scientific reference for the engineering design of AU.
AbstractList •Modeling artificial upwelling efficiency under crossflow.•Optimized nozzle layout improves upwelling efficiency.•Discrete particle swarm algorithm enhances carbon sequestration.•Increasing nozzles will improve performance, but raises investment cost.•Reference for engineering design of artificial upwelling. Artificial upwelling (AU) is widely recognized as a geoengineering tool to enhance oceanic fertility and stimulate the earth's capability of self-healing. Several air-lifted AU systems have been established to promote seaweed growth and facilitate carbon sequestration, for instance, in Norway and China. However, few researchers have addressed the critical issue of optimizing the layout of the underwater nozzle array (UNA), a key component of the air-lifted AU system. In this paper, we propose a novel method to optimize the layout of UNA by introducing and improving the discrete particle swarm optimization (DPSO) algorithm to guide the optimal nozzle positions. Furthermore, we develop the nutrient transport efficiency model to evaluate the performance of the AU system and apply it to investigate a typical AU system, namely the one in Aoshan Bay, China. Our results demonstrate that the proposed DPSO algorithm outperforms the conventional particle swarm optimization algorithm and the nutrient transport efficiency under the optimized UNA layouts was improved by an average of 14.5% to 35.0% compared to randomly generated layouts. These findings suggest that our optimization method could serve as a scientific reference for the engineering design of AU.
ArticleNumber 103724
Author Qu, Mengjie
Wen, Caining
Lin, Zhenni
Fan, Wei
Zhang, Yiyuan
Zhao, Yonggang
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  organization: Hainan Institute, Zhejiang University, Sanya 572000, China
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Cites_doi 10.3390/w11091754
10.1016/j.dsr.2011.02.012
10.1093/nsr/nwy020
10.3354/meps08882
10.5194/bg-11-2465-2014
10.1038/449403a
10.1109/4235.985692
10.9753/icce.v14.128
10.1016/j.renene.2012.12.005
10.1016/j.oceaneng.2015.08.006
10.1016/j.apor.2020.102260
10.3390/su11113162
10.1007/s00500-016-2474-6
10.3389/fmars.2021.804875
10.1016/j.aquaeng.2010.02.002
10.1016/j.apenergy.2016.09.059
10.3354/aei00171
10.1038/nature10322
10.1007/s13344-018-0037-6
10.1016/j.oceaneng.2013.07.006
10.1017/jfm.2011.413
10.1016/j.oceaneng.2004.10.011
10.1007/s40565-019-0550-5
10.1016/j.oceaneng.2017.04.049
10.1016/j.renene.2011.06.033
10.1139/f01-027
10.1007/s11430-016-9010-9
10.1007/s12665-010-0782-1
10.1126/science.aaw6974
10.1016/j.oceaneng.2012.11.014
10.1016/j.chemolab.2015.08.020
10.1016/j.marpolbul.2017.07.069
10.1016/j.scitotenv.2014.11.060
10.1061/(ASCE)HY.1943-7900.0001466
10.1016/j.apor.2018.06.006
10.1016/j.oceaneng.2019.106572
10.1007/s11430-015-5195-2
10.1109/TSTE.2015.2429912
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Keywords Discrete particle swarm optimization
Carbon sequestration
Layout optimization
Artificial upwelling
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References Clerc, Kennedy (bib0004) 2002; 6
Qiang, Fan, Xiao (bib0036) 2018; 78
Nellemann, Corcoran (bib0030) 2009
Chowdhury, Zhang, Messac (bib0003) 2012; 38
Ansong, Anderson-Frey, Sutherland (bib0001) 2011; 689
Ditmars, Cederwall (bib0005) 1974
Jiao, Zhang, Zhou (bib0015) 2014; 11
Montzka, Dlugokencky, Butler (bib0029) 2011; 476
Wang, Tan, Liu (bib0039) 2018; 22
Kobus (bib0019) 1968
Zhang, Wu, Ren (bib0043) 2016; 8
Liang, Peng (bib0020) 2005; 32
Lobban, Harrison (bib0022) 1994
Kemper, Riebesell, Graf (bib0017) 2022; 8
Fan, Zhang, Yao (bib0008) 2020; 101
Pillai, Chick, Khorasanchi (bib0034) 2017; 139
Zhang, Wang, Ji (bib0044) 2015; 2015
Ni, Zhang, Yu (bib0031) 2017; 124
Wan, Wang, Yang (bib0038) 2010
Lin, Fan, Xiao (bib0021) 2019; 11
Hou, Zhu, Ma (bib0013) 2019; 7
McClimans, Handå, Fredheim (bib0027) 2010; 42
Hou, Hu, Soltani (bib0012) 2015; 6
Marini, Walczak (bib0025) 2015; 149
Fan, Zhao, Yao (bib0009) 2019; 11
Meng, Wang, Chen (bib0028) 2013; 72
Bowie, Mills, Porcella (bib0002) 1985; 600
Hoegh-Guldberg, Jacob, Taylor (bib0011) 2019; 365
Kennedy, Eberhart (bib0018) 1995
Lo Brutto, Thiébot, Guillou (bib0023) 2016; 183
Pookpunt, Ongsakul (bib0035) 2013; 55
Wang, Li, Zhou (bib0040) 2011; 63
Pan, Fan, Zhang (bib0033) 2016; 59
Pan, Fan, Huang (bib0032) 2015; 511
Fan, Pan, Liu (bib0007) 2015; 108
Grant, Bacher (bib0010) 2001; 58
Jones (bib0016) 2011; 425
Fan, Chen, Pan (bib0006) 2013; 59
Maruyama, Yabuki, Sato (bib0026) 2011; 58
Jiao, Cai, Zheng (bib0014) 2018; 5
Qiang, Fan, Xiao (bib0037) 2018; 144
Yao, Fan, Xiao (bib0042) 2019; 192
Lovelock, Rapley (bib0024) 2007; 449
Zhang, Zhao, Cui (bib0045) 2017; 60
Wu, Wu, Wang (bib0041) 2018; 32
Ni (10.1016/j.apor.2023.103724_bib0031) 2017; 124
Ansong (10.1016/j.apor.2023.103724_bib0001) 2011; 689
Kobus (10.1016/j.apor.2023.103724_bib0019) 1968
Qiang (10.1016/j.apor.2023.103724_bib0036) 2018; 78
Lin (10.1016/j.apor.2023.103724_bib0021) 2019; 11
Meng (10.1016/j.apor.2023.103724_bib0028) 2013; 72
Lo Brutto (10.1016/j.apor.2023.103724_bib0023) 2016; 183
McClimans (10.1016/j.apor.2023.103724_bib0027) 2010; 42
Wu (10.1016/j.apor.2023.103724_bib0041) 2018; 32
Yao (10.1016/j.apor.2023.103724_bib0042) 2019; 192
Jiao (10.1016/j.apor.2023.103724_bib0014) 2018; 5
Kennedy (10.1016/j.apor.2023.103724_bib0018) 1995
Chowdhury (10.1016/j.apor.2023.103724_bib0003) 2012; 38
Pan (10.1016/j.apor.2023.103724_bib0033) 2016; 59
Zhang (10.1016/j.apor.2023.103724_bib0044) 2015; 2015
Kemper (10.1016/j.apor.2023.103724_bib0017) 2022; 8
Liang (10.1016/j.apor.2023.103724_bib0020) 2005; 32
Grant (10.1016/j.apor.2023.103724_bib0010) 2001; 58
Hou (10.1016/j.apor.2023.103724_bib0013) 2019; 7
Hoegh-Guldberg (10.1016/j.apor.2023.103724_bib0011) 2019; 365
Lobban (10.1016/j.apor.2023.103724_bib0022) 1994
Marini (10.1016/j.apor.2023.103724_bib0025) 2015; 149
Zhang (10.1016/j.apor.2023.103724_bib0043) 2016; 8
Fan (10.1016/j.apor.2023.103724_bib0007) 2015; 108
Jiao (10.1016/j.apor.2023.103724_bib0015) 2014; 11
Pillai (10.1016/j.apor.2023.103724_bib0034) 2017; 139
Zhang (10.1016/j.apor.2023.103724_bib0045) 2017; 60
Fan (10.1016/j.apor.2023.103724_bib0009) 2019; 11
Wang (10.1016/j.apor.2023.103724_bib0039) 2018; 22
Fan (10.1016/j.apor.2023.103724_bib0006) 2013; 59
Hou (10.1016/j.apor.2023.103724_bib0012) 2015; 6
Pan (10.1016/j.apor.2023.103724_bib0032) 2015; 511
Pookpunt (10.1016/j.apor.2023.103724_bib0035) 2013; 55
Jones (10.1016/j.apor.2023.103724_bib0016) 2011; 425
Ditmars (10.1016/j.apor.2023.103724_bib0005) 1974
Wan (10.1016/j.apor.2023.103724_bib0038) 2010
Fan (10.1016/j.apor.2023.103724_bib0008) 2020; 101
Qiang (10.1016/j.apor.2023.103724_bib0037) 2018; 144
Montzka (10.1016/j.apor.2023.103724_bib0029) 2011; 476
Wang (10.1016/j.apor.2023.103724_bib0040) 2011; 63
Nellemann (10.1016/j.apor.2023.103724_bib0030) 2009
Bowie (10.1016/j.apor.2023.103724_bib0002) 1985; 600
Clerc (10.1016/j.apor.2023.103724_bib0004) 2002; 6
Lovelock (10.1016/j.apor.2023.103724_bib0024) 2007; 449
Maruyama (10.1016/j.apor.2023.103724_bib0026) 2011; 58
References_xml – volume: 58
  start-page: 567
  year: 2011
  end-page: 574
  ident: bib0026
  article-title: Evidences of increasing primary production in the ocean by Stommel's perpetual salt fountain
  publication-title: Deep Sea Res. Part I
– volume: 38
  start-page: 16
  year: 2012
  end-page: 30
  ident: bib0003
  article-title: Unrestricted wind farm layout optimization (UWFLO): investigating key factors influencing the maximum power generation
  publication-title: Renew. Energy
– volume: 6
  start-page: 58
  year: 2002
  end-page: 73
  ident: bib0004
  article-title: The particle swarm-explosion, stability, and convergence in a multidimensional complex space
  publication-title: IEEE Trans. Evol. Comput.
– volume: 108
  start-page: 356
  year: 2015
  end-page: 368
  ident: bib0007
  article-title: Hydrodynamic design of deep ocean water discharge for the creation of a nutrient-rich plume in the South China sea
  publication-title: Ocean Eng.
– volume: 144
  year: 2018
  ident: bib0037
  article-title: Behaviors of bubble-entrained plumes in air-injection artificial upwelling
  publication-title: J. Hydraul. Eng.
– volume: 600
  start-page: 3
  year: 1985
  end-page: 85
  ident: bib0002
  article-title: Rates, constants, and kinetics formulations in surface water quality modeling
  publication-title: Epa
– volume: 59
  start-page: 47
  year: 2013
  end-page: 57
  ident: bib0006
  article-title: Experimental study on the performance of an air-lift pump for artificial upwelling
  publication-title: Ocean Eng.
– volume: 11
  start-page: 2465
  year: 2014
  end-page: 2475
  ident: bib0015
  article-title: Revisiting the CO “Source” problem in upwelling areas–a comparative study on eddy upwellings in the South China Sea
  publication-title: Biogeosciences
– volume: 58
  start-page: 1003
  year: 2001
  end-page: 1011
  ident: bib0010
  article-title: A numerical model of flow modification induced by suspended aquaculture in a Chinese bay
  publication-title: Can. J. Fish. Aquat.Sci.
– volume: 32
  start-page: 731
  year: 2005
  end-page: 745
  ident: bib0020
  article-title: A Study of Air-Lift Artificial Upwelling
  publication-title: Ocean Eng.
– volume: 365
  year: 2019
  ident: bib0011
  article-title: The human imperative of stabilizing global climate change at 1.5 °C
  publication-title: Science
– volume: 22
  start-page: 387
  year: 2018
  end-page: 408
  ident: bib0039
  article-title: Particle swarm optimization algorithm: an overview
  publication-title: Soft Comput.
– volume: 60
  start-page: 809
  year: 2017
  end-page: 820
  ident: bib0045
  article-title: Processes of coastal ecosystem carbon sequestration and approaches for increasing carbon sink
  publication-title: Sci. China Earth Sci.
– volume: 63
  start-page: 1067
  year: 2011
  end-page: 1077
  ident: bib0040
  article-title: Nutrient dynamics in pore water of tidal marshes near the Yangtze Estuary and Hangzhou Bay, China
  publication-title: Environ. Earth Sci.
– volume: 78
  start-page: 212
  year: 2018
  end-page: 222
  ident: bib0036
  article-title: Effects of operating parameters and injection method on the performance of an artificial upwelling by using airlift pump
  publication-title: Appl. Ocean Res.
– volume: 476
  start-page: 43
  year: 2011
  end-page: 50
  ident: bib0029
  article-title: Non-CO
  publication-title: Nature
– volume: 6
  start-page: 1272
  year: 2015
  end-page: 1282
  ident: bib0012
  article-title: Optimized placement of wind turbines in large-scale offshore wind farm using particle swarm optimization algorithm
  publication-title: IEEE Trans. Sustain. Energy
– year: 1994
  ident: bib0022
  article-title: Seaweed Ecology and Physiology
– volume: 511
  start-page: 692
  year: 2015
  end-page: 702
  ident: bib0032
  article-title: Evaluation of the sinks and sources of atmospheric CO
  publication-title: Sci. Total Environ.
– volume: 7
  start-page: 975
  year: 2019
  end-page: 986
  ident: bib0013
  article-title: A review of offshore wind farm layout optimization and electrical system design methods
  publication-title: J. Modern Power Syst. Clean Energy
– volume: 101
  year: 2020
  ident: bib0008
  article-title: A sea trial of enhancing carbon removal from Chinese coastal waters by stimulating seaweed cultivation through artificial upwelling
  publication-title: Appl. Ocean Res.
– volume: 139
  start-page: 287
  year: 2017
  end-page: 297
  ident: bib0034
  article-title: Application of an offshore wind farm layout optimization methodology at middelgrunden wind farm
  publication-title: Ocean Eng.
– year: 1968
  ident: bib0019
  article-title: Analysis of the Flow Induced By Air-Bubble Systems
– volume: 2015
  start-page: 1
  year: 2015
  end-page: 38
  ident: bib0044
  article-title: A comprehensive survey on particle swarm optimization algorithm and its applications
  publication-title: Math. Probl. Eng.
– volume: 59
  start-page: 236
  year: 2016
  end-page: 248
  ident: bib0033
  article-title: Research progress in artificial upwelling and its potential environmental effects
  publication-title: Sci. China Earth Sci.
– volume: 42
  start-page: 140
  year: 2010
  end-page: 147
  ident: bib0027
  article-title: Controlled artificial upwelling in a fjord to stimulate non-toxic algae
  publication-title: Aquacult. Eng.
– volume: 689
  start-page: 254
  year: 2011
  end-page: 278
  ident: bib0001
  article-title: Turbulent fountains in one- and two-layer crossflows
  publication-title: J. Fluid Mech.
– year: 2009
  ident: bib0030
  article-title: Blue Carbon: The Role of Healthy Oceans in Binding Carbon: A Rapid Response Assessment
– volume: 124
  start-page: 547
  year: 2017
  end-page: 554
  ident: bib0031
  article-title: The porewater nutrient and heavy metal characteristics in sediment cores and their benthic Fluxes in Daya Bay, South China
  publication-title: Mar. Pollut. Bull.
– volume: 449
  start-page: 403
  year: 2007
  ident: bib0024
  article-title: Ocean pipes could help the earth to cure itself: 7161
  publication-title: Nature
– volume: 8
  year: 2022
  ident: bib0017
  article-title: Numerical flow modeling of artificial ocean upwelling
  publication-title: Front. Mar. Sci.
– volume: 192
  year: 2019
  ident: bib0042
  article-title: Theoretical and experimental study on influence factors of bubble-entrained plume in air-injection artificial upwelling
  publication-title: Ocean Eng.
– start-page: 1942
  year: 1995
  end-page: 1948
  ident: bib0018
  article-title: Particle swarm optimization
  publication-title: Proceedings of ICNN’95-International Conference on Neural Networks
– start-page: 198
  year: 2010
  end-page: 205
  ident: bib0038
  article-title: Optimal micro-siting of wind farms by particle swarm optimization
  publication-title: Advances in Swarm Intelligence: First International Conference, ICSI 2010, Beijing, China, June 12-15, 2010, Proceedings, Part I 1
– volume: 55
  start-page: 266
  year: 2013
  end-page: 276
  ident: bib0035
  article-title: Optimal placement of wind turbines within wind farm using binary particle swarm optimization with time-varying acceleration coefficients
  publication-title: Renew. Energy
– start-page: 128
  year: 1974
  ident: bib0005
  article-title: Analysis of air-bubble plumes
  publication-title: Coastal Eng. Proc.
– volume: 425
  start-page: 281
  year: 2011
  end-page: 296
  ident: bib0016
  article-title: Contrasting micro-and macro-nutrient nourishment of the ocean
  publication-title: Mar. Ecol. Prog. Ser.
– volume: 32
  start-page: 358
  year: 2018
  end-page: 364
  ident: bib0041
  article-title: Tidal turbine array optimization based on the discrete particle swarm algorithm
  publication-title: China Ocean Eng.
– volume: 8
  start-page: 273
  year: 2016
  end-page: 283
  ident: bib0043
  article-title: A model for the growth of mariculture kelp saccharina japonica in Sanggou Bay, China
  publication-title: Aquac. Environ. Interact
– volume: 149
  start-page: 153
  year: 2015
  end-page: 165
  ident: bib0025
  article-title: Particle swarm optimization (PSO). A tutorial
  publication-title: Chemom. Intell. Lab. Syst.
– volume: 11
  start-page: 1754
  year: 2019
  ident: bib0009
  article-title: Nutrient removal from chinese coastal waters by large-scale seaweed aquaculture using artificial upwelling
  publication-title: Water
– volume: 183
  start-page: 1168
  year: 2016
  end-page: 1180
  ident: bib0023
  article-title: A Semi-analytic method to optimize tidal farm layouts–application to the Alderney race (Raz Blanchard), France
  publication-title: Appl. Energy
– volume: 11
  start-page: 3162
  year: 2019
  ident: bib0021
  article-title: Energy management and operational planning of an ecological engineering for carbon sequestration in coastal mariculture environments in China
  publication-title: Sustainability
– volume: 5
  start-page: 459
  year: 2018
  end-page: 463
  ident: bib0014
  article-title: Unveiling the enigma of refractory carbon in the ocean
  publication-title: Natl. Sci. Rev.
– volume: 72
  start-page: 267
  year: 2013
  end-page: 276
  ident: bib0028
  article-title: A simplified CFD model for air-lift artificial upwelling
  publication-title: Ocean Eng.
– volume: 11
  start-page: 1754
  issue: 9
  year: 2019
  ident: 10.1016/j.apor.2023.103724_bib0009
  article-title: Nutrient removal from chinese coastal waters by large-scale seaweed aquaculture using artificial upwelling
  publication-title: Water
  doi: 10.3390/w11091754
– volume: 58
  start-page: 567
  issue: 5
  year: 2011
  ident: 10.1016/j.apor.2023.103724_bib0026
  article-title: Evidences of increasing primary production in the ocean by Stommel's perpetual salt fountain
  publication-title: Deep Sea Res. Part I
  doi: 10.1016/j.dsr.2011.02.012
– volume: 5
  start-page: 459
  issue: 4
  year: 2018
  ident: 10.1016/j.apor.2023.103724_bib0014
  article-title: Unveiling the enigma of refractory carbon in the ocean
  publication-title: Natl. Sci. Rev.
  doi: 10.1093/nsr/nwy020
– year: 1968
  ident: 10.1016/j.apor.2023.103724_bib0019
– volume: 425
  start-page: 281
  year: 2011
  ident: 10.1016/j.apor.2023.103724_bib0016
  article-title: Contrasting micro-and macro-nutrient nourishment of the ocean
  publication-title: Mar. Ecol. Prog. Ser.
  doi: 10.3354/meps08882
– volume: 11
  start-page: 2465
  issue: 9
  year: 2014
  ident: 10.1016/j.apor.2023.103724_bib0015
  article-title: Revisiting the CO “Source” problem in upwelling areas–a comparative study on eddy upwellings in the South China Sea
  publication-title: Biogeosciences
  doi: 10.5194/bg-11-2465-2014
– volume: 449
  start-page: 403
  issue: 7161
  year: 2007
  ident: 10.1016/j.apor.2023.103724_bib0024
  article-title: Ocean pipes could help the earth to cure itself: 7161
  publication-title: Nature
  doi: 10.1038/449403a
– volume: 6
  start-page: 58
  issue: 1
  year: 2002
  ident: 10.1016/j.apor.2023.103724_bib0004
  article-title: The particle swarm-explosion, stability, and convergence in a multidimensional complex space
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/4235.985692
– start-page: 128
  issue: 14
  year: 1974
  ident: 10.1016/j.apor.2023.103724_bib0005
  article-title: Analysis of air-bubble plumes
  publication-title: Coastal Eng. Proc.
  doi: 10.9753/icce.v14.128
– volume: 55
  start-page: 266
  year: 2013
  ident: 10.1016/j.apor.2023.103724_bib0035
  article-title: Optimal placement of wind turbines within wind farm using binary particle swarm optimization with time-varying acceleration coefficients
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2012.12.005
– volume: 108
  start-page: 356
  year: 2015
  ident: 10.1016/j.apor.2023.103724_bib0007
  article-title: Hydrodynamic design of deep ocean water discharge for the creation of a nutrient-rich plume in the South China sea
  publication-title: Ocean Eng.
  doi: 10.1016/j.oceaneng.2015.08.006
– volume: 101
  year: 2020
  ident: 10.1016/j.apor.2023.103724_bib0008
  article-title: A sea trial of enhancing carbon removal from Chinese coastal waters by stimulating seaweed cultivation through artificial upwelling
  publication-title: Appl. Ocean Res.
  doi: 10.1016/j.apor.2020.102260
– volume: 11
  start-page: 3162
  issue: 11
  year: 2019
  ident: 10.1016/j.apor.2023.103724_bib0021
  article-title: Energy management and operational planning of an ecological engineering for carbon sequestration in coastal mariculture environments in China
  publication-title: Sustainability
  doi: 10.3390/su11113162
– volume: 22
  start-page: 387
  issue: 2
  year: 2018
  ident: 10.1016/j.apor.2023.103724_bib0039
  article-title: Particle swarm optimization algorithm: an overview
  publication-title: Soft Comput.
  doi: 10.1007/s00500-016-2474-6
– volume: 8
  year: 2022
  ident: 10.1016/j.apor.2023.103724_bib0017
  article-title: Numerical flow modeling of artificial ocean upwelling
  publication-title: Front. Mar. Sci.
  doi: 10.3389/fmars.2021.804875
– volume: 42
  start-page: 140
  issue: 3
  year: 2010
  ident: 10.1016/j.apor.2023.103724_bib0027
  article-title: Controlled artificial upwelling in a fjord to stimulate non-toxic algae
  publication-title: Aquacult. Eng.
  doi: 10.1016/j.aquaeng.2010.02.002
– volume: 183
  start-page: 1168
  year: 2016
  ident: 10.1016/j.apor.2023.103724_bib0023
  article-title: A Semi-analytic method to optimize tidal farm layouts–application to the Alderney race (Raz Blanchard), France
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2016.09.059
– volume: 8
  start-page: 273
  year: 2016
  ident: 10.1016/j.apor.2023.103724_bib0043
  article-title: A model for the growth of mariculture kelp saccharina japonica in Sanggou Bay, China
  publication-title: Aquac. Environ. Interact
  doi: 10.3354/aei00171
– start-page: 1942
  year: 1995
  ident: 10.1016/j.apor.2023.103724_bib0018
  article-title: Particle swarm optimization
– volume: 476
  start-page: 43
  issue: 7358
  year: 2011
  ident: 10.1016/j.apor.2023.103724_bib0029
  article-title: Non-CO2 greenhouse gases and climate change
  publication-title: Nature
  doi: 10.1038/nature10322
– volume: 32
  start-page: 358
  issue: 3
  year: 2018
  ident: 10.1016/j.apor.2023.103724_bib0041
  article-title: Tidal turbine array optimization based on the discrete particle swarm algorithm
  publication-title: China Ocean Eng.
  doi: 10.1007/s13344-018-0037-6
– volume: 72
  start-page: 267
  year: 2013
  ident: 10.1016/j.apor.2023.103724_bib0028
  article-title: A simplified CFD model for air-lift artificial upwelling
  publication-title: Ocean Eng.
  doi: 10.1016/j.oceaneng.2013.07.006
– start-page: 198
  year: 2010
  ident: 10.1016/j.apor.2023.103724_bib0038
  article-title: Optimal micro-siting of wind farms by particle swarm optimization
– volume: 689
  start-page: 254
  year: 2011
  ident: 10.1016/j.apor.2023.103724_bib0001
  article-title: Turbulent fountains in one- and two-layer crossflows
  publication-title: J. Fluid Mech.
  doi: 10.1017/jfm.2011.413
– volume: 32
  start-page: 731
  issue: 5–6
  year: 2005
  ident: 10.1016/j.apor.2023.103724_bib0020
  article-title: A Study of Air-Lift Artificial Upwelling
  publication-title: Ocean Eng.
  doi: 10.1016/j.oceaneng.2004.10.011
– volume: 7
  start-page: 975
  issue: 5
  year: 2019
  ident: 10.1016/j.apor.2023.103724_bib0013
  article-title: A review of offshore wind farm layout optimization and electrical system design methods
  publication-title: J. Modern Power Syst. Clean Energy
  doi: 10.1007/s40565-019-0550-5
– volume: 139
  start-page: 287
  year: 2017
  ident: 10.1016/j.apor.2023.103724_bib0034
  article-title: Application of an offshore wind farm layout optimization methodology at middelgrunden wind farm
  publication-title: Ocean Eng.
  doi: 10.1016/j.oceaneng.2017.04.049
– volume: 38
  start-page: 16
  issue: 1
  year: 2012
  ident: 10.1016/j.apor.2023.103724_bib0003
  article-title: Unrestricted wind farm layout optimization (UWFLO): investigating key factors influencing the maximum power generation
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2011.06.033
– volume: 58
  start-page: 1003
  issue: 5
  year: 2001
  ident: 10.1016/j.apor.2023.103724_bib0010
  article-title: A numerical model of flow modification induced by suspended aquaculture in a Chinese bay
  publication-title: Can. J. Fish. Aquat.Sci.
  doi: 10.1139/f01-027
– volume: 60
  start-page: 809
  issue: 5
  year: 2017
  ident: 10.1016/j.apor.2023.103724_bib0045
  article-title: Processes of coastal ecosystem carbon sequestration and approaches for increasing carbon sink
  publication-title: Sci. China Earth Sci.
  doi: 10.1007/s11430-016-9010-9
– volume: 63
  start-page: 1067
  issue: 5
  year: 2011
  ident: 10.1016/j.apor.2023.103724_bib0040
  article-title: Nutrient dynamics in pore water of tidal marshes near the Yangtze Estuary and Hangzhou Bay, China
  publication-title: Environ. Earth Sci.
  doi: 10.1007/s12665-010-0782-1
– volume: 365
  issue: 6459
  year: 2019
  ident: 10.1016/j.apor.2023.103724_bib0011
  article-title: The human imperative of stabilizing global climate change at 1.5 °C
  publication-title: Science
  doi: 10.1126/science.aaw6974
– volume: 59
  start-page: 47
  year: 2013
  ident: 10.1016/j.apor.2023.103724_bib0006
  article-title: Experimental study on the performance of an air-lift pump for artificial upwelling
  publication-title: Ocean Eng.
  doi: 10.1016/j.oceaneng.2012.11.014
– year: 1994
  ident: 10.1016/j.apor.2023.103724_bib0022
– year: 2009
  ident: 10.1016/j.apor.2023.103724_bib0030
– volume: 149
  start-page: 153
  year: 2015
  ident: 10.1016/j.apor.2023.103724_bib0025
  article-title: Particle swarm optimization (PSO). A tutorial
  publication-title: Chemom. Intell. Lab. Syst.
  doi: 10.1016/j.chemolab.2015.08.020
– volume: 600
  start-page: 3
  year: 1985
  ident: 10.1016/j.apor.2023.103724_bib0002
  article-title: Rates, constants, and kinetics formulations in surface water quality modeling
  publication-title: Epa
– volume: 124
  start-page: 547
  issue: 1
  year: 2017
  ident: 10.1016/j.apor.2023.103724_bib0031
  article-title: The porewater nutrient and heavy metal characteristics in sediment cores and their benthic Fluxes in Daya Bay, South China
  publication-title: Mar. Pollut. Bull.
  doi: 10.1016/j.marpolbul.2017.07.069
– volume: 511
  start-page: 692
  year: 2015
  ident: 10.1016/j.apor.2023.103724_bib0032
  article-title: Evaluation of the sinks and sources of atmospheric CO2 by artificial upwelling
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2014.11.060
– volume: 144
  issue: 7
  year: 2018
  ident: 10.1016/j.apor.2023.103724_bib0037
  article-title: Behaviors of bubble-entrained plumes in air-injection artificial upwelling
  publication-title: J. Hydraul. Eng.
  doi: 10.1061/(ASCE)HY.1943-7900.0001466
– volume: 78
  start-page: 212
  year: 2018
  ident: 10.1016/j.apor.2023.103724_bib0036
  article-title: Effects of operating parameters and injection method on the performance of an artificial upwelling by using airlift pump
  publication-title: Appl. Ocean Res.
  doi: 10.1016/j.apor.2018.06.006
– volume: 192
  year: 2019
  ident: 10.1016/j.apor.2023.103724_bib0042
  article-title: Theoretical and experimental study on influence factors of bubble-entrained plume in air-injection artificial upwelling
  publication-title: Ocean Eng.
  doi: 10.1016/j.oceaneng.2019.106572
– volume: 59
  start-page: 236
  issue: 2
  year: 2016
  ident: 10.1016/j.apor.2023.103724_bib0033
  article-title: Research progress in artificial upwelling and its potential environmental effects
  publication-title: Sci. China Earth Sci.
  doi: 10.1007/s11430-015-5195-2
– volume: 2015
  start-page: 1
  year: 2015
  ident: 10.1016/j.apor.2023.103724_bib0044
  article-title: A comprehensive survey on particle swarm optimization algorithm and its applications
  publication-title: Math. Probl. Eng.
– volume: 6
  start-page: 1272
  issue: 4
  year: 2015
  ident: 10.1016/j.apor.2023.103724_bib0012
  article-title: Optimized placement of wind turbines in large-scale offshore wind farm using particle swarm optimization algorithm
  publication-title: IEEE Trans. Sustain. Energy
  doi: 10.1109/TSTE.2015.2429912
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Snippet •Modeling artificial upwelling efficiency under crossflow.•Optimized nozzle layout improves upwelling efficiency.•Discrete particle swarm algorithm enhances...
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SubjectTerms Artificial upwelling
Carbon sequestration
Discrete particle swarm optimization
Layout optimization
Title Layout optimization for underwater nozzle array of air-lifted artificial upwelling system based on discrete particle swarm algorithm
URI https://dx.doi.org/10.1016/j.apor.2023.103724
Volume 140
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