Ship Lock Scheduling Method of Three Gorges Based on Improved Ant Colony and Surplus Rectangle Fill Algorithm

Zhenyao Li, Zunrong Zhao, Tsz Leung Yip, Bing Wu

Research output: Chapter in book / Conference proceedingConference article published in proceeding or bookAcademic researchpeer-review

1 Citation (Scopus)

Abstract

In order to improve the navigation capacity of ship lock of Three Gorges and relieve the backlog of ships, an optimal algorithm for ship lock scheduling is proposed, which integrates improved ant colony algorithm and surplus rectangle fill algorithm. First, the average waiting time of ships and the average utilization rate of lock chamber area is treated as the objective function, the mathematical model of ship lock scheduling problem is constructed. Second, considering the navigation rules of the Three Gorges Dam and the attributes of ships, the concept of ship weight is introduced to determine the ship entry sequence. The global search ability of the algorithm is improved by the pheromone update strategy for the optimal lock chamber arrangement and the path transfer strategy combining adaptive selection and dynamic adjustment. For each iteration the lock chamber arrangement is implemented by the surplus rectangle fill algorithm in order to improve the local search ability. Finally, the actual data of ship lock in the Three Gorges dam is used to verify the performance of the proposed algorithm, and compared with the manual arrangement strategy and CPLEX solution results. The waiting time of the proposed algorithm is reduced by 10.26 % and 2.62%, and utilization rate of ship lock is increased by 8.42 % and 7.31%, respectively. The results show that the proposed algorithm has good performance for ship lock scheduling.

Original languageEnglish
Title of host publication7th IEEE International Conference on Transportation Information and Safety, ICTIS 2023
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages657-664
Number of pages8
ISBN (Electronic)9798350308532
DOIs
Publication statusPublished - Aug 2023
Event7th IEEE International Conference on Transportation Information and Safety, ICTIS 2023 - Xi'an, China
Duration: 4 Aug 20236 Aug 2023

Publication series

Name7th IEEE International Conference on Transportation Information and Safety, ICTIS 2023

Conference

Conference7th IEEE International Conference on Transportation Information and Safety, ICTIS 2023
Country/TerritoryChina
CityXi'an
Period4/08/236/08/23

Keywords

  • ant colony algorithm
  • ship lock scheduling
  • surplus rectangle fill algorithm
  • utilization rate of lock chamber area
  • waiting time of ships

ASJC Scopus subject areas

  • Automotive Engineering
  • Transportation
  • Energy Engineering and Power Technology
  • Renewable Energy, Sustainability and the Environment
  • Control and Optimization
  • Safety Research

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