A survey on trajectory data mining: Techniques and applications

Z Feng, Y Zhu - IEEE Access, 2016 - ieeexplore.ieee.org
Rapid advance of location acquisition technologies boosts the generation of trajectory data,
which track the traces of moving objects. A trajectory is typically represented by a sequence …

Review and classification of trajectory summarisation algorithms: From compression to segmentation

D Amigo, D Sánchez Pedroche… - … of Distributed Sensor …, 2021 - journals.sagepub.com
With the continuous development and cost reduction of positioning and tracking
technologies, a large amount of trajectories are being exploited in multiple domains for …

TrajCompressor: An Online Map-matching-based Trajectory Compression Framework Leveraging Vehicle Heading Direction and Change

C Chen, Y Ding, X **e, S Zhang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Massive and redundant vehicle trajectory data are continuously sent to the data center via
vehicle-mounted GPS devices, causing a number of sustainable issues, such as storage …

A method for compressing AIS trajectory data based on the adaptive-threshold Douglas-Peucker algorithm

C Tang, H Wang, J Zhao, Y Tang, H Yan, Y **ao - Ocean Engineering, 2021 - Elsevier
The deficiencies of massive data like storage difficulty, computation inefficiency, and
information redundancy call for ship trajectory compression. While most studies on ship …

Compression of uncertain trajectories in road networks

T Li, R Huang, L Chen, CS Jensen… - Proceedings of the VLDB …, 2020 - vbn.aau.dk
Massive volumes of uncertain trajectory data are being generated by GPS devices. Due to
the limitations of GPS data, these trajectories are generally uncertain. This state of affairs …

Rest: A reference-based framework for spatio-temporal trajectory compression

Y Zhao, S Shang, Y Wang, B Zheng… - Proceedings of the 24th …, 2018 - dl.acm.org
The pervasiveness of GPS-enabled devices and wireless communication technologies
results in massive trajectory data, incurring expensive cost for storage, transmission, and …

An online method for ship trajectory compression using AIS data

Z Liu, W Yuan, M Liang, M Zhang, C Liu… - The Journal of …, 2024 - cambridge.org
Vessel trajectories from the Automatic Identification System (AIS) play an important role in
maritime traffic management, but a drawback is the huge amount of memory occupation …

Trajectory simplification: an experimental study and quality analysis

D Zhang, M Ding, D Yang, Y Liu, J Fan… - Proceedings of the VLDB …, 2018 - dl.acm.org
The ubiquitousness of GPS sensors in smart-phones, vehicles and wearable devices has
enabled the collection of massive volumes of trajectory data from tracing moving objects …

[HTML][HTML] Incorporation of adaptive compression into a GPU parallel computing framework for analyzing large-scale vessel trajectories

Y Li, H Li, C Zhang, Y Zhao, Z Yang - Transportation Research Part C …, 2024 - Elsevier
Abstract Automatic Identification System (AIS) offers a wealth of vessel navigation data,
which underpins research in maritime data mining, situational awareness, and knowledge …

Reference-based framework for spatio-temporal trajectory compression and query processing

K Zheng, Y Zhao, D Lian, B Zheng… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
The pervasiveness of GPS-enabled devices and wireless communication technologies
results in massive trajectory data, incurring expensive cost for storage, transmission, and …