Spatial data management in apache spark: the geospark perspective and beyond

J Yu, Z Zhang, M Sarwat - GeoInformatica, 2019 - Springer
The paper presents the details of designing and develo** GeoSpark, which extends the
core engine of Apache Spark and SparkSQL to support spatial data types, indexes, and …

Geosparkviz: a scalable geospatial data visualization framework in the apache spark ecosystem

J Yu, Z Zhang, M Sarwat - … of the 30th international conference on …, 2018 - dl.acm.org
Data Visualization allows users to summarize, analyze and reason about data. A map
visualization tool first loads the designated geospatial data, processes the data and then …

SLBRIN: a spatial learned index based on brin

L Wang, L Hu, C Fu, Y Yu, P Tang, F Zhang… - … International Journal of …, 2023 - mdpi.com
The spatial learned index constructs a spatial index by learning the spatial distribution,
which performs a lower cost of storage and query than the spatial indices. The current …

GeoSparkViz: a cluster computing system for visualizing massive-scale geospatial data

J Yu, M Sarwat - The VLDB Journal, 2021 - Springer
In the last decade, geospatial data which is extracted from GPS traces and satellites image
has become ubiquitous. GeoVisual analytics, abbr. GeoViz, is the science of analytical …

GeoSparkViz in action: a data system with built-in support for geospatial visualization

J Yu, A Tahir, M Sarwat - 2019 IEEE 35th international …, 2019 - ieeexplore.ieee.org
Visualizing data on maps is deemed a powerful tool for data scientists to make sense of
geospatial data. The geospatial map visualization (abbr. MapViz) process first loads the …

Exploratory analysis of massive movement data

A Graser, M Dragaschnig, H Koller - Handbook of big geospatial data, 2020 - Springer
Movement is a dynamic process that is increasingly being monitored by a variety of tracking
systems. As a consequence, analysts who are trying to understand movement processes are …

GLIN: A (G) eneric (L) earned (In) dexing Mechanism for Complex Geometries

C Wang, J Yu, Z Zhao - Proceedings of the 11th ACM SIGSPATIAL …, 2023 - dl.acm.org
Although spatial indexes shorten the query response time, they rely on complex tree
structures to narrow down the search space. Such structures in turn yield additional storage …

How to manage massive spatiotemporal dataset from stationary and non-stationary sensors in commercial DBMS?

VN Vitale, SD Martino, A Peron, M Russo… - … and Information Systems, 2024 - Springer
The growing diffusion of the latest information and communication technologies in different
contexts allowed the constitution of enormous sensing networks that form the underlying …