FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4365514227> ?p ?o ?g. }

• W4365514227 endingPage "4907" @default.
• W4365514227 startingPage "4907" @default.
• W4365514227 abstract "Nowadays, maritime transportation has become one of the most important ways of international trade. However, with the increase in ship transportation, the complex maritime environment has led to frequent traffic accidents, causing huge economic losses and safety hazards. For ships in maritime transportation, collision avoidance and route planning can be achieved by predicting the ship’s trajectory, which can give crews warning to avoid dangers. How to predict the ship’s trajectory more accurately is of great significance for risk avoidance. However, existing ship trajectory prediction models suffer from problems such as poor prediction accuracy, poor applicability, and difficult hyperparameter design. To address these issues, this paper adopts the Bidirectional Long Short-Term Memory (BILSTM) model as the base model, as it considers contextual information of time-series data more comprehensively. Meanwhile, to improve the accuracy and fitness of complex ship trajectories, this paper adds an attention mechanism to the BILSTM model to improve the weight of key information. In addition, to solve the problem of difficult hyperparameter design, this paper optimizes the hyperparameters of the Attention-BILSTM network by fusing the Whale Optimization Algorithm (WOA). In this paper, the AIS data are filtered, and the trajectory is complemented by the cubic spline interpolation method. Using the pre-processed AIS data, this WOA-Attention-BILSTM model is compared and assessed with traditional models. The results show that compared with other models, the WOA-Attention-BILSTM prediction model has high prediction accuracy, high applicability, and high stability, which provides an effective and feasible method for ship collision avoidance, maritime surveillance, and intelligent shipping." @default.
• W4365514227 created "2023-04-15" @default.
• W4365514227 creator A5030468858 @default.
• W4365514227 creator A5040886661 @default.
• W4365514227 creator A5065728739 @default.
• W4365514227 creator A5082362303 @default.
• W4365514227 date "2023-04-13" @default.
• W4365514227 modified "2023-10-18" @default.
• W4365514227 title "A Ship Trajectory Prediction Model Based on Attention-BILSTM Optimized by the Whale Optimization Algorithm" @default.
• W4365514227 cites W1581231885 @default.
• W4365514227 cites W2022603014 @default.
• W4365514227 cites W2063666345 @default.
• W4365514227 cites W2064675550 @default.
• W4365514227 cites W2075236191 @default.
• W4365514227 cites W2083442964 @default.
• W4365514227 cites W2091640664 @default.
• W4365514227 cites W2163095092 @default.
• W4365514227 cites W2290883490 @default.
• W4365514227 cites W2624385633 @default.
• W4365514227 cites W2634113257 @default.
• W4365514227 cites W2759359285 @default.
• W4365514227 cites W2890403672 @default.
• W4365514227 cites W2945874826 @default.
• W4365514227 cites W2955375062 @default.
• W4365514227 cites W3011420108 @default.
• W4365514227 cites W3013846471 @default.
• W4365514227 cites W3034265767 @default.
• W4365514227 cites W3091914433 @default.
• W4365514227 cites W3094215927 @default.
• W4365514227 cites W3108542629 @default.
• W4365514227 cites W3111516454 @default.
• W4365514227 cites W3156460835 @default.
• W4365514227 cites W3159003613 @default.
• W4365514227 cites W3200599341 @default.
• W4365514227 cites W4206338773 @default.
• W4365514227 cites W4280614616 @default.
• W4365514227 cites W4283264004 @default.
• W4365514227 cites W4283450658 @default.
• W4365514227 cites W4289527244 @default.
• W4365514227 cites W4295366723 @default.
• W4365514227 cites W4307238923 @default.
• W4365514227 cites W4312056735 @default.
• W4365514227 cites W4313627839 @default.
• W4365514227 cites W4313891777 @default.
• W4365514227 cites W2057926055 @default.
• W4365514227 doi "https://doi.org/10.3390/app13084907" @default.
• W4365514227 hasPublicationYear "2023" @default.
• W4365514227 type Work @default.
• W4365514227 citedByCount "1" @default.
• W4365514227 countsByYear W43655142272023 @default.
• W4365514227 crossrefType "journal-article" @default.
• W4365514227 hasAuthorship W4365514227A5030468858 @default.
• W4365514227 hasAuthorship W4365514227A5040886661 @default.
• W4365514227 hasAuthorship W4365514227A5065728739 @default.
• W4365514227 hasAuthorship W4365514227A5082362303 @default.
• W4365514227 hasBestOaLocation W43655142271 @default.
• W4365514227 hasConcept C10485038 @default.
• W4365514227 hasConcept C119857082 @default.
• W4365514227 hasConcept C121332964 @default.
• W4365514227 hasConcept C12267149 @default.
• W4365514227 hasConcept C124101348 @default.
• W4365514227 hasConcept C1276947 @default.
• W4365514227 hasConcept C13662910 @default.
• W4365514227 hasConcept C154945302 @default.
• W4365514227 hasConcept C26517878 @default.
• W4365514227 hasConcept C38652104 @default.
• W4365514227 hasConcept C41008148 @default.
• W4365514227 hasConcept C8642999 @default.
• W4365514227 hasConceptScore W4365514227C10485038 @default.
• W4365514227 hasConceptScore W4365514227C119857082 @default.
• W4365514227 hasConceptScore W4365514227C121332964 @default.
• W4365514227 hasConceptScore W4365514227C12267149 @default.
• W4365514227 hasConceptScore W4365514227C124101348 @default.
• W4365514227 hasConceptScore W4365514227C1276947 @default.
• W4365514227 hasConceptScore W4365514227C13662910 @default.
• W4365514227 hasConceptScore W4365514227C154945302 @default.
• W4365514227 hasConceptScore W4365514227C26517878 @default.
• W4365514227 hasConceptScore W4365514227C38652104 @default.
• W4365514227 hasConceptScore W4365514227C41008148 @default.
• W4365514227 hasConceptScore W4365514227C8642999 @default.
• W4365514227 hasIssue "8" @default.
• W4365514227 hasLocation W43655142271 @default.
• W4365514227 hasOpenAccess W4365514227 @default.
• W4365514227 hasPrimaryLocation W43655142271 @default.
• W4365514227 hasRelatedWork W3014750173 @default.
• W4365514227 hasRelatedWork W3096565539 @default.
• W4365514227 hasRelatedWork W3139241485 @default.
• W4365514227 hasRelatedWork W3199608561 @default.
• W4365514227 hasRelatedWork W4281646320 @default.
• W4365514227 hasRelatedWork W4283697347 @default.
• W4365514227 hasRelatedWork W4287818966 @default.
• W4365514227 hasRelatedWork W4295309597 @default.
• W4365514227 hasRelatedWork W4298144215 @default.
• W4365514227 hasRelatedWork W4381737452 @default.
• W4365514227 hasVolume "13" @default.
• W4365514227 isParatext "false" @default.
• W4365514227 isRetracted "false" @default.
• W4365514227 workType "article" @default.