A survey on spatio-temporal data analytics systems

MM Alam, L Torgo, A Bifet - ACM Computing Surveys, 2022 - dl.acm.org
Due to the surge of spatio-temporal data volume, the popularity of location-based services
and applications, and the importance of extracted knowledge from spatio-temporal data to …

Geospatial big data platforms: A comprehensive review

Y Loukili, Y Lakhrissi, SEB Ali - KN-Journal of Cartography and …, 2022 - Springer
Over the past decade, big data incorporating a spatial component “GEOSPATIAL BIG DATA”
has become a global focus, increasingly attracting the attention of academia, industry …

Big spatio‐temporal data mining for emergency management information systems

M Dagaeva, A Garaeva, I Anikin… - IET Intelligent …, 2019 - Wiley Online Library
Nowadays, spatio‐temporal data analytics plays an important role in different applications
based on geographic information system (GIS). One of such applications is emergency …

Enabling spatial digital twins: Technologies, challenges, and future research directions

ME Ali, MA Cheema, T Hashem, A Ulhaq… - PFG–Journal of …, 2024 - Springer
Abstract A Digital Twin (DT) is a virtual replica of a physical object or system, created to
monitor, analyze, and optimize its behavior and characteristics. A Spatial Digital Twin (SDT) …

Efficient distance join query processing in distributed spatial data management systems

F García-García, A Corral, L Iribarne… - Information …, 2020 - Elsevier
Due to the ubiquitous use of spatial data applications and the large amounts of such data
these applications use, the processing of large-scale distance joins in distributed systems is …

A survey on big data processing frameworks for mobility analytics

C Doulkeridis, A Vlachou, N Pelekis… - ACM SIGMOD …, 2021 - dl.acm.org
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 …

Strabo 2: Distributed Management of Massive Geospatial RDF Datasets

D Bilidas, T Ioannidis, N Mamoulis… - International Semantic …, 2022 - Springer
We present Strabo 2, a distributed geospatial RDF store able to process GeoSPARQL
queries over massive RDF datasets. Strabo 2 is based on robust technologies, able to scale …

Analyzing spatial analytics systems based on Hadoop and Spark: A user perspective

JP de Carvalho Castro… - Software: Practice …, 2020 - Wiley Online Library
Spatial analytics systems (SASs) represent a technology capable of managing huge
volumes of spatial data using frameworks such as Apache Hadoop and Apache Spark. An …

A performance study of big spatial data systems

MM Alam, S Ray, VC Bhavsar - Proceedings of the 7th ACM SIGSPATIAL …, 2018 - dl.acm.org
With the accelerated growth in spatial data volume, being generated from a wide variety of
sources, the need for efficient storage, retrieval, processing and analyzing of spatial data is …

On-the-fly mobility event detection over aircraft trajectories

K Patroumpas, N Pelekis, Y Theodoridis - Proceedings of the 26th ACM …, 2018 - dl.acm.org
We present an application framework that consumes streaming positions from a large fleet of
flying aircrafts monitored in real time over a wide geographical area. Tailored for aviation …