dc.contributor.author | Jørgensen, Ulrik | |
dc.contributor.author | Bellingmo, Pauline Røstum | |
dc.contributor.author | Murray, Brian | |
dc.contributor.author | Berge, Svein Peder | |
dc.contributor.author | Pobitzer, Armin | |
dc.date.accessioned | 2022-08-25T08:51:43Z | |
dc.date.available | 2022-08-25T08:51:43Z | |
dc.date.created | 2022-08-08T11:01:18Z | |
dc.date.issued | 2022 | |
dc.identifier.citation | Journal of Physics: Conference Series (JPCS). 2022, 2311 . | en_US |
dc.identifier.issn | 1742-6588 | |
dc.identifier.uri | https://hdl.handle.net/11250/3013472 | |
dc.description.abstract | This paper presents a method for energy efficient weather routing of a ferry in Norway. Historical operational data from the ferry and environmental data are used to develop two models that predict the energy consumption. The first is a purely data-driven linear regression energy model, while the second is as a hybrid model, combining physical models with data-driven models using machine learning techniques. With an established energy model, it is possible to develop a route optimization that proposes efficient routes with less energy usage compared to fixed speed and heading control. | en_US |
dc.language.iso | eng | en_US |
dc.publisher | IOP Publishing Ltd | en_US |
dc.rights | Navngivelse 4.0 Internasjonal | * |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/deed.no | * |
dc.title | Ship Route Optimization Using Hybrid Physics-Guided Machine Learning | en_US |
dc.title.alternative | Ship Route Optimization Using Hybrid Physics-Guided Machine Learning | en_US |
dc.type | Peer reviewed | en_US |
dc.type | Journal article | en_US |
dc.description.version | publishedVersion | en_US |
dc.rights.holder | 2022 The authors. Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. | en_US |
dc.source.pagenumber | 11 | en_US |
dc.source.volume | 2311 | en_US |
dc.source.journal | Journal of Physics: Conference Series (JPCS) | en_US |
dc.identifier.doi | 10.1088/1742-6596/2311/1/012037 | |
dc.identifier.cristin | 2041657 | |
dc.relation.project | Norges forskningsråd: 295763 | en_US |
dc.source.articlenumber | 012037 | en_US |
cristin.ispublished | true | |
cristin.fulltext | original | |
cristin.qualitycode | 1 | |