Matches in SemOpenAlex for { <https://semopenalex.org/work/W2330966417> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W2330966417 endingPage "276" @default.
- W2330966417 startingPage "268" @default.
- W2330966417 abstract "A ship’s sailing route or plan is determined by the master as the decision maker of the vessel, and depends on the characteristics of the navigational environment and the conditions of the ship. The trajectory, which appears as a result of the ship’s navigation, is monitored and stored by a Vessel Traffic Service center, and is used for an analysis of the ship’s navigational pattern and risk assessment within a particular area. However, such an analysis is performed in the same manner, despite the different navigational environments between coastal areas and the harbor limits. The navigational environment within the harbor limits changes rapidly owing to construction of the port facilities, dredging operations, and so on. In this study, a support vector machine was used for processing and modeling the trajectory data. A K-fold cross-validation and a grid search were used for selecting the optimal parameters. A complicated traffic route similar to the circumstances of the harbor limits was constructed for a validation of the model. A group of vessels was composed, each vessel of which was given various speed and course changes along a specified route. As a result of the machine learning, the optimal route and voyage data model were obtained. Finally, the model was presented to Vessel Traffic Service operators to detect any anomalous vessel behaviors. Using the proposed data modeling method, we intend to support the decision-making of Vessel Traffic Service operators in terms of navigational patterns and their characteristics." @default.
- W2330966417 created "2016-06-24" @default.
- W2330966417 creator A5021630413 @default.
- W2330966417 creator A5073599480 @default.
- W2330966417 date "2015-12-30" @default.
- W2330966417 modified "2023-09-30" @default.
- W2330966417 title "Pattern Recognition of Ship Navigational Data Using Support Vector Machine" @default.
- W2330966417 cites W1965688678 @default.
- W2330966417 cites W1967844650 @default.
- W2330966417 cites W1989950117 @default.
- W2330966417 cites W1996428029 @default.
- W2330966417 cites W2013747379 @default.
- W2330966417 cites W2032598812 @default.
- W2330966417 cites W2033537495 @default.
- W2330966417 cites W2045353796 @default.
- W2330966417 cites W2078176282 @default.
- W2330966417 cites W2106845940 @default.
- W2330966417 cites W2147586293 @default.
- W2330966417 cites W774978150 @default.
- W2330966417 doi "https://doi.org/10.5391/ijfis.2015.15.4.268" @default.
- W2330966417 hasPublicationYear "2015" @default.
- W2330966417 type Work @default.
- W2330966417 sameAs 2330966417 @default.
- W2330966417 citedByCount "13" @default.
- W2330966417 countsByYear W23309664172016 @default.
- W2330966417 countsByYear W23309664172017 @default.
- W2330966417 countsByYear W23309664172018 @default.
- W2330966417 countsByYear W23309664172019 @default.
- W2330966417 countsByYear W23309664172020 @default.
- W2330966417 countsByYear W23309664172021 @default.
- W2330966417 countsByYear W23309664172023 @default.
- W2330966417 crossrefType "journal-article" @default.
- W2330966417 hasAuthorship W2330966417A5021630413 @default.
- W2330966417 hasAuthorship W2330966417A5073599480 @default.
- W2330966417 hasBestOaLocation W23309664171 @default.
- W2330966417 hasConcept C12267149 @default.
- W2330966417 hasConcept C124101348 @default.
- W2330966417 hasConcept C127413603 @default.
- W2330966417 hasConcept C153180895 @default.
- W2330966417 hasConcept C154945302 @default.
- W2330966417 hasConcept C199104240 @default.
- W2330966417 hasConcept C31972630 @default.
- W2330966417 hasConcept C41008148 @default.
- W2330966417 hasConceptScore W2330966417C12267149 @default.
- W2330966417 hasConceptScore W2330966417C124101348 @default.
- W2330966417 hasConceptScore W2330966417C127413603 @default.
- W2330966417 hasConceptScore W2330966417C153180895 @default.
- W2330966417 hasConceptScore W2330966417C154945302 @default.
- W2330966417 hasConceptScore W2330966417C199104240 @default.
- W2330966417 hasConceptScore W2330966417C31972630 @default.
- W2330966417 hasConceptScore W2330966417C41008148 @default.
- W2330966417 hasFunder F4320322093 @default.
- W2330966417 hasIssue "4" @default.
- W2330966417 hasLocation W23309664171 @default.
- W2330966417 hasOpenAccess W2330966417 @default.
- W2330966417 hasPrimaryLocation W23309664171 @default.
- W2330966417 hasRelatedWork W2041399278 @default.
- W2330966417 hasRelatedWork W2099369243 @default.
- W2330966417 hasRelatedWork W2136184105 @default.
- W2330966417 hasRelatedWork W2141705618 @default.
- W2330966417 hasRelatedWork W2153189372 @default.
- W2330966417 hasRelatedWork W2160451891 @default.
- W2330966417 hasRelatedWork W2907729382 @default.
- W2330966417 hasRelatedWork W4223656335 @default.
- W2330966417 hasRelatedWork W2187500075 @default.
- W2330966417 hasRelatedWork W2345184372 @default.
- W2330966417 hasVolume "15" @default.
- W2330966417 isParatext "false" @default.
- W2330966417 isRetracted "false" @default.
- W2330966417 magId "2330966417" @default.
- W2330966417 workType "article" @default.