A survey on trajectory data mining: Techniques and applications
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 …
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 …
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
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 …
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 …
information redundancy call for ship trajectory compression. While most studies on ship …
Compression of uncertain trajectories in road networks
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 …
the limitations of GPS data, these trajectories are generally uncertain. This state of affairs …
Rest: A reference-based framework for spatio-temporal trajectory compression
The pervasiveness of GPS-enabled devices and wireless communication technologies
results in massive trajectory data, incurring expensive cost for storage, transmission, and …
results in massive trajectory data, incurring expensive cost for storage, transmission, and …
An online method for ship trajectory compression using AIS data
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 …
maritime traffic management, but a drawback is the huge amount of memory occupation …
Trajectory simplification: an experimental study and quality analysis
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 …
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
Abstract Automatic Identification System (AIS) offers a wealth of vessel navigation data,
which underpins research in maritime data mining, situational awareness, and knowledge …
which underpins research in maritime data mining, situational awareness, and knowledge …
Reference-based framework for spatio-temporal trajectory compression and query processing
The pervasiveness of GPS-enabled devices and wireless communication technologies
results in massive trajectory data, incurring expensive cost for storage, transmission, and …
results in massive trajectory data, incurring expensive cost for storage, transmission, and …