142
Views
0
CrossRef citations to date
0
Altmetric
Articles

Examining the performance of retrofit measures in real ship operation using data-driven models

&
Pages 170-180 | Received 18 Jul 2022, Accepted 25 Jul 2022, Published online: 22 Aug 2022

References

  • Bishop CM. 2006. Pattern recognition and machine learning. Cambridge: Springer.
  • Bouman ΕΑ, Lindstad Ε, Rialland ΑΙ, Strømmana ΑΗ. 2017. State-of-the-art technologies, measures, and potential for reducing GHG emissions from shipping – a review. Transp Res Part D: Transp Environ. 52(Part A):408–421.
  • Dalheim ØØ, Steen S. 2020. Preparation of in-service measurement data for ship operation and performance analysis. Ocean Eng. 212:107730.
  • Farag YB, Ölçer AI. 2020. The development of a ship performance model in varying operating conditions based on ANN and regression techniques. Ocean Eng. 198:106972.
  • Gkerekos C, Lazakis I. 2020. A novel, data-driven heuristic framework for vessel weather routing. Ocean Eng. 197:106887.
  • Gkerekos C, Lazakis I, Theotokatos G. 2019. Machine learning models for predicting ship main engine fuel oil consumption: a comparative study. Ocean Eng. 188:106282.
  • Haykin S. 2009. Neural networks and learning machines. New Jersey: Pearson.
  • Karagiannidis P, Themelis N. 2021. Data-driven modelling of ship propulsion and the effect of data pre-processing on the prediction of ship fuel consumption and speed loss. Ocean Eng. 222:108616.
  • Kingma D, Ba J. 2014. Adam: a method for stochastic optimization. 3rd ICLR; San Diego.
  • Laurie Α, Anderlini E, Dietz J, Thomas G. 2021. Machine learning for shaft power prediction and analysis of fouling related performance deterioration. Ocean Eng. 234:108886.
  • Pedersen BP, Larsen J. 2009. Modeling of ship propulsion performance. World Maritime Technology Conference 4A; Mumbai: The Institute of Marine Engineers.
  • Székely GJ, Rizzo ML, Bakirov NK. 2007. Measuring and testing dependence by correlation of distances. Ann Statist. 35(6):2769–2794.
  • Yan R, Wang S, Psaraftis H. 2021. Data analytics for fuel consumption management in maritime transportation: status and perspectives. Transp Res Part E. 155:102489.
  • Żelazny K. 2014. Approximate method of calculating forces on rudder during ship sailing on a shipping route. TransNav Int J Mar Navig Saf Sea Transp. 8(3):459–464.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.