Compressing AIS trajectory data based on the multi-objective peak Douglas–Peucker algorithm

Z Zhou, Y Zhang, X Yuan, H Wang - IEEE Access, 2023 - ieeexplore.ieee.org
The automatic identification system (AIS) provides a massive database for ocean science.
The original AIS data are redundant. Direct use will cause a waste of data storage space …

Vessel Trajectory Data Compression Algorithm considering Critical Region Identification

X Zhang, S Zhou - Journal of Advanced Transportation, 2023 - Wiley Online Library
Vessel trajectory data are currently the most important data source for vessel trajectory data
mining research. However, vessel AIS data have a short sampling time interval and a large …

[HTML][HTML] An adaptive trajectory compression and feature preservation method for maritime traffic analysis

S Guo, V Bolbot, OV Banda - Ocean Engineering, 2024 - Elsevier
Ship trajectory data extracted from Automatic Identification System (AIS) has been
extensively used for maritime traffic analysis. Yet the enormous volume of AIS data has …

Open source map matching with Markov decision processes: A new method and a detailed benchmark with existing approaches

A Wöltche - Transactions in GIS, 2023 - Wiley Online Library
Map matching is a widely used technology for map** tracks to road networks. Typically,
tracks are recorded using publicly available Global Navigation Satellite Systems, and road …

Trajectory Compression with Spatio-Temporal Semantic Constraints

Y Zhou, Y Zhang, F Zhang, Y Zhang… - … International Journal of …, 2024 - mdpi.com
Most trajectory compression methods primarily focus on geometric similarity between
compressed and original trajectories, lacking explainability of compression results due to …

[HTML][HTML] A Novel Context-Aware Douglas–Peucker (CADP) Trajectory Compression Method

S Mehri, N Hooshangi… - … International Journal of …, 2025 - mdpi.com
Most traditional trajectory compression methods, such as the Douglas–Peucker (DP)
method, consider only spatial characteristics and disregard contextual factors, including …

Research on ship trajectory compression based on a Dynamic Programming algorithm

Y Hu, L Qi, Y Ji, R Balling, D Shen - The Journal of Navigation, 2025 - cambridge.org
The Automatic Identification System (AIS) is extensively used in monitoring vessel traffic, and
ship navigation related information can be obtained from the AIS data. However, AIS data …

[HTML][HTML] An Improved BLG Tree for Trajectory Compression with Constraints of Road Networks

M Liu, L Zhang, Y Long, Y Sun, M Zhao - ISPRS International Journal of …, 2023 - mdpi.com
With the rising popularity of portable mobile positioning equipment, the volume of mobile
trajectory data is increasing. Therefore, trajectory data compression has become an …

Algorithm for Trajectory Simplification Based on Multi-Point Construction in Preselected Area and Noise Smoothing Processing

S Huang, Z Yang - Data, 2024 - search.proquest.com
Simplifying trajectory data can improve the efficiency of trajectory data analysis and query
and reduce the communication cost and computational overhead of trajectory data. In this …

Deep Learning-Based Outliers Detection in Compressed Trajectories

Y Chabchoub, ML Puzzo - International Conference on Risks and Security …, 2023 - Springer
Nowadays anomalous trajectory detection has a prominent place in many real-world
applications. In this paper, firstly, we have proposed a comparison between two Deep …