基于类栈式船型概念方案模糊快速推理及优化

Fast fuzzy reasoning and optimization using stacked-like-based ship concept scheme

  • 摘要: 【目的】对于设计船型概念方案而言,往往很难处理船型设计参数之间的耦合关系。传统意义上来讲,不同类型、不同需求的船型概念方案设计通常依赖于船型专家的领域知识和工程经验,这导致概念方案设计的周期长,成本高。因此,本研究提出一种基于类栈式结构的船型设计方案模糊推理策略快速生成概念方案初始解。【方法】该策略通过对用户需求的模糊化推理得到符合用户需求的船型性能参数值,并将其与母型船设计方案库进行匹配,得到符合用户需求的船型概念方案;最后设计优化的融合性能参数库及母型船设计方案库的聚类算法,增强船型概念方案的合理性。【结果】算例表明,推理生成的船型性能参数与对应的船型概念方案均能表达用户的真实需求。【结论】本文对模糊推理系统中的性能参数推理与推理方案合理性进行优化,提高了模糊推理系统在船舶概念方案设计中的正确率与合理性,为模糊系统在船舶概念方案设计中的应用提供了新的思路。

     

    Abstract: Abstract:Objectives For the design of the conceptual scheme of ship types, it is often difficult to handle the coupling relationship among the design parameters of ship types. Traditionally, the design of conceptual schemes for different types and requirements of ship types usually relies on the domain knowledge and engineering experience of ship experts, which leads to a long cycle and high cost for the design of conceptual schemes. Therefore, this study proposes a fuzzy reasoning strategy for the ship design scheme based on a stacked-like structure to quickly generate the initial solution of the conceptual scheme. Methods This strategy obtains the performance parameter values of the ship type that meet the user's requirements through fuzzy reasoning of the user's requirements, and matches them with the design scheme library of the master ship to obtain the conceptual scheme of the ship type that meets the user's requirements. Finally, a clustering algorithm for the optimized fusion performance parameter library and the master ship design scheme library is designed to enhance the rationality of the ship concept scheme. Results The numerical examples show that both the performance parameters of the ship type generated by reasoning and the corresponding conceptual schemes can express the real needs of users. Conclusions This study optimizes the performance parameter inference and reasoning scheme rationality within the fuzzy inference system, enhancing the accuracy and reasonableness of the fuzzy inference system in the design of the conceptual scheme of ship types. It provides a novel approach for the application of fuzzy systems in the design of the conceptual scheme of ship types.

     

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