基于遗传算法的聚类方法制定商船初步设计标准规范

Chen Gui, Ranyi Zeng, Kenji Takahashi, Naoki Herai, K. Aoyama
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引用次数: 0

摘要

在商船的初步设计中,造船商通常会根据船东的需要修改一些标准规范,由于船舶设计的复杂技术经济约束,这一过程非常耗时。因此,需要适当的标准规范制定方法,以提高初步设计的效率。在本研究中,我们采用基于遗传算法的聚类来确定特定类型商船的亚型,并为每个亚型制定标准规范。为了验证该方法的有效性,利用98个规范文件进行了实验,以制定标准规范。结果表明,各确定亚型之间的特征关系明显比主类型简单;因此,制定的标准规范在商船的初步设计中是可取的。
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Genetic Algorithm-Based Clustering Method to Formulate Standard Specifications for Merchant Ship Preliminary Design
In the preliminary design of merchant ships, shipbuilders generally modify some of the standard specifications to fulfill shipowner needs, which is time-consuming owing to the complex techno-economic constraints of ship design. Therefore, an appropriate standard specifications formulation method is necessary to improve the efficiency of the preliminary design. In this study, we performed genetic algorithm-based clustering to determine the subtypes of a specific type of merchant ship and formulated the standard specification for each subtype. To demonstrate the effectiveness of the proposed method, experiments were performed using 98 specification documents to formulate the standard specifications. The results showed that feature relations among each determined subtype were significantly simpler than those of the main type; thereby, the formulated standard specifications were desirable in the preliminary design of merchant ships.
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