Chinese Journal of Ship Research, Volume. 19, Issue 6, 45(2024)

Rapid ship hull conceptual scheme design based on intelligent fuzzy inference system

Meng YANG1... Junbin GONG1, Jin CAO2 and Ta ZHOU3 |Show fewer author(s)
Author Affiliations
  • 1Hanjiang National Laboratory, Wuhan 430060, China
  • 2School of Mechanical Engineering, Jiangsu University of Science and Technology, Zhenjiang 212114, China
  • 3School of Computer, Jiangsu University of Science and Technology, Zhenjiang 212114, China
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    Objective

    Aiming at the problem that it is difficult to model user requirements with fuzzy characteristics in existing ship conceptual scheme design (SCSD), this study focuses on a rapid SCSD system based on a fuzzy inference system (FIS) that can quickly obtain ship performance values that meet the user requirements and generate the corresponding ship hull design parameter values.

    Methods

    First, the existing ship hull parameter data is collected and sorted as prior knowledge for hyper-parameter initialization in the process of user requirement modeling. Second, based on the fuzzy set theory, the user requirements are quantitatively mapped to the fuzzy space, and the sorted prior knowledge is used to infer the ship performance values that meet the user requirements in an interpretable way. Finally, the best ship hull design parameters are matched for each ship performance value that meets the user requirements, and through the "AND" principle in fuzzy set theory, the ship design parameters that meet all the user requirements for ship performance are further inferred and taken as the SCSD.

    Results

    The experimental results show that the intelligent FIS can quickly infer multiple SCSDs with deviations within 3.5% according to the fuzzy user requirements within 30 seconds.

    Conclusions

    The intelligent FIS quantifies the fuzziness in user requirements, and after two stages of inference, the SCSD that meets the various user requirements is efficiently generated. The results of this study can provide useful references for rapid intelligent SCSD generation.

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    Meng YANG, Junbin GONG, Jin CAO, Ta ZHOU. Rapid ship hull conceptual scheme design based on intelligent fuzzy inference system[J]. Chinese Journal of Ship Research, 2024, 19(6): 45

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    Paper Information

    Category: Theory and Method of Intelligent Design for Ship and Ocean Engineering

    Received: Dec. 30, 2023

    Accepted: Apr. 1, 2024

    Published Online: Mar. 14, 2025

    The Author Email:

    DOI:10.19693/j.issn.1673-3185.03718

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