Maritime data integration and analysis: recent progress and research challenges
The correlated exploitation of heterogeneous data sources offering very large historical as
well as streaming data is important to increasing the accuracy of computations when …
well as streaming data is important to increasing the accuracy of computations when …
MobilityDB: A mobility database based on PostgreSQL and PostGIS
E Zimányi, M Sakr, A Lesuisse - ACM Transactions on Database …, 2020 - dl.acm.org
Despite two decades of research in moving object databases and a few research prototypes
that have been proposed, there is not yet a mainstream system targeted for industrial use. In …
that have been proposed, there is not yet a mainstream system targeted for industrial use. In …
SATO: a spatial data partitioning framework for scalable query processing
Scalable spatial query processing relies on effective spatial data partitioning for query
parallelization, data pruning, and load balancing. These are often challenged by the intrinsic …
parallelization, data pruning, and load balancing. These are often challenged by the intrinsic …
The era of big spatial data: A survey
The recent explosion in the amount of spatial data calls for specialized systems to handle
big spatial data. In this survey, we summarize the state-of-the-art work in the area of big …
big spatial data. In this survey, we summarize the state-of-the-art work in the area of big …
Distributed processing of big mobility data as spatio-temporal data streams
Z Galić, E Mešković, D Osmanović - Geoinformatica, 2017 - Springer
Recent rapid development of wireless communication, mobile computing, global navigation
satellite systems (GNSS), and spatially enabled sensors are leading to an exponential …
satellite systems (GNSS), and spatially enabled sensors are leading to an exponential …
A survey on big data processing frameworks for mobility analytics
In the current era of big spatial data, the vast amount of produced mobility data (by sensors,
GPS-equipped devices, surveillance networks, radars, etc.) poses new challenges related to …
GPS-equipped devices, surveillance networks, radars, etc.) poses new challenges related to …
Design principles of a stream-based framework for mobility analysis
Trajectory analysis is of crucial importance in several fields as social analysis, zoology,
climatology or traffic monitoring. Over the last decade, the number of mobile systems and …
climatology or traffic monitoring. Over the last decade, the number of mobile systems and …
Effective spatial data partitioning for scalable query processing
Recently, MapReduce based spatial query systems have emerged as a cost effective and
scalable solution to large scale spatial data processing and analytics. MapReduce based …
scalable solution to large scale spatial data processing and analytics. MapReduce based …
Haggis: turbocharge a MapReduce based spatial data warehousing system with GPU engine
Spatial query processing involves complex multidimensional objects and compute intensive
spatial operations, and therefore requires a high performance approach to meet the rapid …
spatial operations, and therefore requires a high performance approach to meet the rapid …
Index-supported pattern matching on symbolic trajectories
F Valdés, RH Güting - Proceedings of the 22nd ACM SIGSPATIAL …, 2014 - dl.acm.org
Recording mobility data with GPS-enabled devices, eg, smart phones or vehicles, has
become a common issue for private persons, companies, and institutions. Consequently, the …
become a common issue for private persons, companies, and institutions. Consequently, the …