Chinese Journal of Ship Research, Volume. 19, Issue 4, 148(2024)

Multi-objective optimal design of airfoil based on multi-island genetic algorithm

Zhiyang ZHANG1, Xu LIU1, Linyan WU1, Shaohua CHEN1, Weixing LIU2, and Lin CUI3
Author Affiliations
  • 1School of Ocean Engineering, Jiangsu Ocean University, Lianyungang 222005, China
  • 2School of Makarov College of Marine Engineering, Jiangsu Ocean University, Lianyungang 222005, China
  • 3National Ocean Technology Center, Tianjin 300112, China
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    Figures & Tables(17)
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    • Table 1. Airfoils at each spanwise direction of the turbine

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      Table 1. Airfoils at each spanwise direction of the turbine

      截面NACAr/mmc/rc/mm(t/c)/%t/mmβ/(°)
      163858600.483 329.0058.0016.8723.00
      2638251200.558 367.0025.0016.7519.00
      3638231800.369 866.5622.8015.5112.35
      4638222400.261 362.7221.9013.739.96
      5638203000.197 759.3020.0512.078.91
      6638193600.155 355.9218.8010.518.00
      7638174200.126 152.9817.159.147.03
      8638164800.107 251.4416.108.086.21
      9638155400.092 349.8215.107.055.74
      10638136000.073 344.0012.805.545.50
    • Table 2. Optimization parameters

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      Table 2. Optimization parameters

      参数权重优化条件
      $ C\mathrm{_l}\boldsymbol{/}C_{\rm{d}} $0.20$ C_{\mathrm{l}}\boldsymbol{/}C_{\rm{d}} > \left(C_{\mathrm{l}}\boldsymbol{/}C_{\rm{d}}\right)_0 $
      $ {C_{\rm{d}}} $0.20$ {C_{\rm{d}}} \leqslant {C_{\rm{d0}}} $
      $ {T_{\rm{m}}} $0.30$ \left[ {{T_{\rm{m}}} - {T_{{m0}}}} \right] \leqslant 0.001 $
      $ {R_{\rm{LE}}}/c $0.15$ {R_{\rm{LE}}}/c \leqslant 0.02 $
      $ \beta $0.15$ \beta \leqslant {\beta _0} = 11.25^\circ $
    • Table 3. Control parameters of multi-island genetic algorithm

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      Table 3. Control parameters of multi-island genetic algorithm

      参数名数值
      子种群规模7
      子种群岛数量8
      进化代数50
      杂交概率0.96
      变异概率0.02
      迁移率0.02
      迁移间隔6
    • Table 4. Number of turbine grids

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      Table 4. Number of turbine grids

      网格等级优化前网格数量优化后网格数量优化前推力/N优化后推力/N实际推力/N
      1160×104161×104342.5351.5350.0
      2244×104245×104348.1368.7
      3338×104341×104356.3380.8
      4451×104456×104356.8380.5
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    Zhiyang ZHANG, Xu LIU, Linyan WU, Shaohua CHEN, Weixing LIU, Lin CUI. Multi-objective optimal design of airfoil based on multi-island genetic algorithm[J]. Chinese Journal of Ship Research, 2024, 19(4): 148

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    Paper Information

    Category: Technology and Equipment for Development and Utilization of Marine New Energy

    Received: Sep. 15, 2023

    Accepted: --

    Published Online: Mar. 14, 2025

    The Author Email:

    DOI:10.19693/j.issn.1673-3185.03563

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