TerraBrasilis: a spatial data analytics infrastructure for large-scale thematic map**

LF FG Assis, KR Ferreira, L Vinhas, L Maurano… - … International Journal of …, 2019 - mdpi.com
The physical phenomena derived from an analysis of remotely sensed imagery provide a
clearer understanding of the spectral variations of a large number of land use and cover …

Geospatial big data handling with high performance computing: Current approaches and future directions

Z Li - High Performance Computing for Geospatial …, 2020 - Springer
Geospatial big data plays a major role in the era of big data, as most data today are
inherently spatial, collected with ubiquitous location-aware sensors such as mobile apps …

Array databases: Concepts, standards, implementations

P Baumann, D Misev, V Merticariu, BP Huu - Journal of Big Data, 2021 - Springer
Multi-dimensional arrays (also known as raster data or gridded data) play a key role in
many, if not all science and engineering domains where they typically represent spatio …

Dynamic prefetching of data tiles for interactive visualization

L Battle, R Chang, M Stonebraker - Proceedings of the 2016 …, 2016 - dl.acm.org
In this paper, we present ForeCache, a general-purpose tool for exploratory browsing of
large datasets. ForeCache utilizes a client-server architecture, where the user interacts with …

SciDB: A database management system for applications with complex analytics

M Stonebraker, P Brown, D Zhang… - Computing in Science & …, 2013 - ieeexplore.ieee.org
SciDB: A Database Management System for Applications with Complex Analytics Page 1 54 This
arTicle has been peer-reviewed. COMPUTING IN SCIENCE & ENGINEERING S CIENCE D ATA …

A survey on spatial prediction methods

Z Jiang - IEEE transactions on knowledge and Data …, 2018 - ieeexplore.ieee.org
With the advancement of GPS and remote sensing technologies, large amounts of
geospatial data are being collected from various domains, driving the need for effective and …

HadoopViz: A MapReduce framework for extensible visualization of big spatial data

A Eldawy, MF Mokbel… - 2016 IEEE 32nd …, 2016 - ieeexplore.ieee.org
This paper introduces HadoopViz; a MapReduce-based framework for visualizing big spatial
data. HadoopViz has three unique features that distinguish it from other techniques.(1) It …

Beast: Scalable exploratory analytics on spatio-temporal data

A Eldawy, V Hristidis, S Ghosh, M Saeedan… - Proceedings of the 30th …, 2021 - dl.acm.org
This paper introduces the open-source Beast system for scalable exploratory data science
on big spatio-temporal data. Beast is based on well-established research and has been …

A survey of big data analytics for smart forestry

W Zou, W **g, G Chen, Y Lu, H Song - Ieee Access, 2019 - ieeexplore.ieee.org
Accurate and reliable forestry data can be obtained by means of continuous monitoring of
forests using advanced technologies, which provides a major opportunity for the …

The era of big spatial data

A Eldawy, MF Mokbel - 2015 31st IEEE International …, 2015 - ieeexplore.ieee.org
The recent explosion in the amount of spatial data calls for specialized systems to handle
big spatial data. In this paper, we discuss the main features and components that needs to …