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Optimizing Cruise Ship Speed Incorporating Weather and Hotel Load Factors

  • Arash Marashian
  • , Axel Waris
  • , Abolhassan Razminia
  • , Jari Böling
  • , Teemu Manderbacka
  • , Roberto Vettor
  • , Janne Huotari
  • , Wilhelm Gustafsson
  • , Mathias Pirttikangas
  • , Claus Stigler
  • , Jerker Björkqvist
  • , Mikael Manngård
    • Åbo Akademi University
    • NAPA Oy
    • Meyer Turku Oy

    Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

    Abstract

    In this paper, real-time weather and ship data will be used for mathematical modeling and cruise ship speed optimization. The ship data will be used for the construction of prediction models for hotel and auxiliary power consumption. Two different prediction model types will be compared: a simple polynomial model with linear parameters, as well as an artificial neural network. The effect of the ship's speed will be predicted using voyage optimization software, which takes into account weather and sea forecasts as well as the ship's hydrodynamic properties, for calculation of the required propulsion power as a function of speed. Total predicted power demand will be finally converted to fuel consumption, using information about the engine efficiencies. Furthermore, the associated cost will be attached to the edges of a graph, from which an optimal speed profile will be selected using dynamic programming. The performance of the models will be compared, and it is found that more than 3% of fuel savings are reported using both model types for the studied voyage.
    Original languageEnglish
    Title of host publication2024 European Control Conference, ECC 2024
    PublisherIEEE Institute of Electrical and Electronic Engineers
    Pages1642-1647
    ISBN (Electronic)978-3-9071-4410-7
    ISBN (Print)979-8-3315-4092-0
    DOIs
    Publication statusPublished - 2024
    MoE publication typeA4 Article in a conference publication
    EventEuropean Control Conference, ECC 2024 - Stockholm, Sweden
    Duration: 25 Jun 2024 → 28 Jun 2024

    Conference

    ConferenceEuropean Control Conference, ECC 2024
    Country/TerritorySweden
    CityStockholm
    Period25/06/24 → 28/06/24

    Funding

    This work was supported by Business Finland under the projects \"Integration of Design and Operation of Cruise-Ship Energy Systems\" and \"Clean Propulsion Technologies\"

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