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Operation region selection for Panamax fleet based on support vector machine

  • Feng Guan
  • , Shao Qiang Yu
  • , Lian Jie Jin
  • , Dong Shi Sun
  • , Bin Yu*
  • *Corresponding author for this work
  • Dalian Maritime University
  • Dalian Neusoft University of Information

Research output: Contribution to journalArticlepeer-review

Abstract

This paper proposed a selection method of operation region for Panamax fleet based on the support vector machine. The influence of four Baltic Panamax indexes on the ship owners' choice of the operation region was considered, which is helpful for the ship owner to make policy decision of ships as reference. In addition, to verify the accuracy of the model, the operating informations of more than 2000 Panamax bulk carriers were collected to calculate by using the model in this paper. Result shows that the average relative errors of the Atlantic line and the Pacific line are about 4.05% and 9.06% respectively as compared to practical data.

Original languageEnglish
Pages (from-to)75-80
Number of pages6
JournalDalian Haishi Daxue Xuebao/Journal of Dalian Maritime University
Volume43
Issue number2
DOIs
StatePublished - 1 May 2017

Keywords

  • Baltic Panama Index (BPI)
  • Line choice
  • Panamax fleet
  • Support vector machine

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