船舶与海洋工程

基于模糊C均值聚类的多属性船舶综合质量分级方法

  • 鲍君忠 ,
  • 王利东 ,
  • 王西召
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  • (1.大连海事大学 a.航海学院;b.数学系,辽宁 大连116026; 2.中船重工第七〇二研究所 ,江苏 无锡 214000)
鲍君忠(1968-),男,教授,博士,E-mail:baojunzhong@hotmail.com.

收稿日期: 2015-11-26

  修回日期: 2016-01-10

  网络出版日期: 2016-01-10

基金资助

国家自然科学基金资助项目(61203283);辽宁省自然科学基金资助项目(2014025004).

Research on multi-attribute ship classification method based on fuzzy C mean clustering algorithm

  • BAO Jun-zhong ,
  • WANG Li-dong ,
  • WANG Xi-zhao
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  • (1a.Navigation College;1b.Department of Mathematics,Dalian Maritime University,Dalian 116026,China;2.China Ship Scientific Research Center,Wuxi 214000,China)

Received date: 2015-11-26

  Revised date: 2016-01-10

  Online published: 2016-01-10

摘要

为进一步提高我国海事管理机构的船舶管理水平与管理资源的使用效能,通过确定船舶评价指标,聚合5名海事领域专家对各指标重要性的判断矩阵,形成船舶综合质量评价指标权重. 运用模糊C均值聚类(FCM)对船舶进行分级,构建新的船舶综合质量评价体系,并利用MATLAB进行算例验证.结果表明,FCM可降低人为设定船舶综合质量分级阈值的主观性问题,提高了海事管理机构对船舶综合质量管理的科学性.

本文引用格式

鲍君忠 , 王利东 , 王西召 . 基于模糊C均值聚类的多属性船舶综合质量分级方法[J]. 大连海事大学学报, 2016 , 42(3) : 44 -48 . DOI: 10.16411/j.cnki.issn1006-7736.2016.03.008

Abstract

In order to enhance ship management level and application performance of management resource for China MSA, the fuzzy C mean clustering algorithm (FCM) was proposed to rank ships and to construct a new evaluation system by establishing assessment indexes of ships, and judgment matrix on importance of each index from five maritime experts formed the comprehensive quality evaluation index weights of the ship. Some cases were verified by using MATLAB. Results show that FCM can reduce subjectivity in threshold setting and make it more scientific in ship management.

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