Research on Ship Trajectory under Multi source Spatiotemporal Data

To explore the application of multi-source spatiotemporal data fusion technology in ship trajectory analysis, this study develops a fusion algorithm that integrates Kalman filtering and Bayesian estimation. Through the fusion of multi-source data, the positional accuracy of the trajectories is significantly improved, with experimental results showing that the average error is reduced from 58 meters to 23 meters. The results demonstrate that the proposed algorithm effectively enhances the accuracy and reliability of vessel monitoring, which is of great significance for maritime traffic safety.

Authors

Publication Details

Journal
Frontiers in Science and Engineering
Published
2024-12-23
DOI
https://doi.org/10.54691/cmqccp24
Primary Topic
Maritime Navigation and Safety
Type
article
Field-Weighted Citation Impact
0.00
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article

Research on Ship Trajectory under Multi source Spatiotemporal Data

Jie Sun, Limin Sun
Frontiers in Science and Engineering
Maritime Navigation and Safety
article

Research on Ship Trajectory under Multi source Spatiotemporal Data

Jie Sun, Limin Sun
article en

Abstract

To explore the application of multi-source spatiotemporal data fusion technology in ship trajectory analysis, this study develops a fusion algorithm that integrates Kalman filtering and Bayesian estimation. Through the fusion of multi-source data, the positional accuracy of the trajectories is significantly improved, with experimental results showing that the average error is reduced from 58 meters to 23 meters. The results demonstrate that the proposed algorithm effectively enhances the accuracy and reliability of vessel monitoring, which is of great significance for maritime traffic safety.

Frontiers in Science and EngineeringVol. 4(12)
Openalex Percentile: Top 68%
Maritime Navigation and Safety
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Research on Ship Trajectory under Multi source Spatiotemporal Data — Jie Sun, Limin Sun · Frontiers in Science and Engineering (2024) | TGRS Research Map | TGRS