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

Tutkimustuotos: Artikkeli kirjassa/raportissa/konferenssijulkaisussaKonferenssiartikkeliTieteellinenvertaisarvioitu

Abstrakti

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.

AlkuperäiskieliEnglanti
Otsikko2024 European Control Conference, ECC 2024
Kustantajathe Institute of Electrical and Electronics Engineers, Inc.
Sivut1642-1647
Sivumäärä6
ISBN (elektroninen)9783907144107
DOI - pysyväislinkit
TilaJulkaistu - 24 heinäk. 2024
OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisuussa
Tapahtuma2024 European Control Conference, ECC 2024 - Stockholm, Sweden
Kesto: 25 kesäk. 202428 kesäk. 2024

Julkaisusarja

Nimi2024 European Control Conference, ECC 2024

Konferenssi

Konferenssi2024 European Control Conference, ECC 2024
Maa/AlueSweden
KaupunkiStockholm
Ajanjakso25/06/2428/06/24

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