Chinese Journal of Ship Research, Volume. 19, Issue 5, 35(2024)

Intelligent airflow control technology for microbubble drag reduction based on improved ant colony optimization algorithm

Tianchen LI1... Yan'an ZHOU1, Zhiyong PEI2,3, and Weiguo WU23 |Show fewer author(s)
Author Affiliations
  • 1School of Naval Architecture, Ocean and Energy Power Engineering, Wuhan University of Technology, Wuhan 430063, China
  • 2Green & Smart River-Sea-Going Ship, Cruise and Yacht Research Center, Wuhan University of Technology, Wuhan 430063, China
  • 3Hubei Province Engineering Research Center on Green & Smart River-Sea-Going Ship, Wuhan 430063, China
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    Figures & Tables(14)
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    • Table 1. Main dimensions

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      Table 1. Main dimensions

      参数数值
      垂线间长/m5.50
      船宽/m0.95
      型深/m0.51
      吃水/m0.26
    • Table 2. Comparison of the number of algorithm's parameters for multi-modal function optimization problem

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      Table 2. Comparison of the number of algorithm's parameters for multi-modal function optimization problem

      蚁群算法遗传算法粒子群算法
      参数符号参数符号参数符号
      蚁群大小m种群大小m粒子群大小m
      信息启发因子$ \alpha $染色体长度l个体学习因子$ {c}_{1} $
      期望启发因子$ \beta $交叉概率$ {p}_{\mathrm{c}} $社会学习因子$ {c}_{2} $
      信息挥发因子$ \rho $变异概率$ {p}_{\mathrm{m}} $最大速度系数$ {v}_{\mathrm{m}} $
      速度惯性权重$ \mathrm{\omega } $
    • Table 3. Airflow control effect

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      Table 3. Airflow control effect

      航速/(m·s−1)理想最佳气流量/(L·min−1调控最佳气流量/(L·min−1调控误差/%调控减阻率/%
      0.730.920.931.112.70
      0.850.850.883.57.82
      0.980.710.721.46.08
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    Tianchen LI, Yan'an ZHOU, Zhiyong PEI, Weiguo WU. Intelligent airflow control technology for microbubble drag reduction based on improved ant colony optimization algorithm[J]. Chinese Journal of Ship Research, 2024, 19(5): 35

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    Paper Information

    Category: Ship Design and Performance

    Received: Aug. 9, 2023

    Accepted: --

    Published Online: Mar. 14, 2025

    The Author Email:

    DOI:10.19693/j.issn.1673-3185.03498

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