Geographic information system and big spatial data: A review and challenges

RSA Usmani, IAT Hashem, TR Pillai… - International Journal of …, 2020 - igi-global.com
Geographic information system (GIS) is designed to generate maps, manage spatial
datasets, perform sophisticated “what if” spatial analyses, visualize multiple spatial datasets …

Big spatial data management for the Internet of Things: A survey

IM Al Jawarneh, P Bellavista, A Corradi… - Journal of Network and …, 2020 - Springer
The high abundance of IoT devices have caused an unprecedented accumulation of
avalanches of geo-referenced IoT spatial data that if could be analyzed correctly would …

Clustering big data based on distributed fuzzy K-medoids: An application to geospatial informatics

MM Madbouly, SM Darwish, NA Bagi… - IEEE Access, 2022 - ieeexplore.ieee.org
The advent of big data related to spatial position knowledge, called geospatial big data,
provides us with opportunities to recognize the urban environment. Existing database …

Efficient QoS-aware spatial join processing for scalable NoSQL storage frameworks

IM Al Jawarneh, P Bellavista, A Corradi… - … on Network and …, 2020 - ieeexplore.ieee.org
Current cloud-enabled NoSQL database frameworks support flexible and scalable storage
of huge amounts of data arriving through various and often heterogeneous channels …

A streaming cloud platform for real-time video processing on embedded devices

W Zhang, H Sun, D Zhao, L Xu, X Liu… - … on Cloud Computing, 2019 - ieeexplore.ieee.org
Real-time intelligent video processing on embedded devices with low power consumption
can be useful for applications like drone surveillance, smart cars, and more. However, the …

Indexing of real time geospatial data by IoT enabled devices: Opportunities, challenges and design considerations

N Chaudhry, MM Yousaf… - Journal of Ambient …, 2020 - content.iospress.com
We are moving towards 'smart'world in which industries, such as healthcare, smart cities,
transportation, and agriculture have started using IoT (Internet of Things). These applications …

[HTML][HTML] ApproxGeoMap: An Efficient System for Generating Approximate Geo-Maps from Big Geospatial Data with Quality of Service Guarantees

RA Alshamsi, IM Al Jawarneh, L Foschini, A Corradi - Computers, 2025 - mdpi.com
Timely, region-based geo-maps like choropleths are essential for smart city applications like
traffic monitoring and urban planning because they can reveal statistical patterns in …

QoS-aware approximate query processing for smart cities spatial data streams

IM Al Jawarneh, P Bellavista, A Corradi, L Foschini… - Sensors, 2021 - mdpi.com
Large amounts of georeferenced data streams arrive daily to stream processing systems.
This is attributable to the overabundance of affordable IoT devices. In addition, interested …

Locality-preserving spatial partitioning for geo big data analytics in main memory frameworks

IM Al Jawarneh, P Bellavista, A Corradi… - … 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
The easily reachable IoT edge devices have caused the accumulation of vast amounts of
geo-referenced data traces that can help in performing deep insightful analytics. Geospatial …

Efficiently integrating mobility and environment data for climate change analytics

IM Al Jawarneh, P Bellavista, A Corradi… - 2021 IEEE 26th …, 2021 - ieeexplore.ieee.org
Recent research focuses on building Cloud-based solutions for big geospatial data
analytics. Avalanches of georeferenced mobility data are being collected and processed …