A survey of spatio-temporal big data indexing methods in distributed environment

R Tian, H Zhai, W Zhang, F Wang… - IEEE Journal of Selected …, 2022 - ieeexplore.ieee.org
With the widespread use of mobile and sensing devices, and the popularity of online map-
based services, such as navigation services, the volume of spatio-temporal data is growing …

Predictive analytics using statistical, learning, and ensemble methods to support real-time exploration of discrete event simulations

W Budgaga, M Malensek, S Pallickara, N Harvey… - Future Generation …, 2016 - Elsevier
Discrete event simulations (DES) provide a powerful means for modeling complex systems
and analyzing their behavior. DES capture all possible interactions between the entities they …

Analytic queries over geospatial time-series data using distributed hash tables

M Malensek, S Pallickara… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
As remote sensing equipment and networked observational devices continue to proliferate,
their corresponding data volumes have surpassed the storage and processing capabilities …

Fast, ad hoc query evaluations over multidimensional geospatial datasets

M Malensek, S Pallickara… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Networked observational devices and remote sensing equipment continue to proliferate and
contribute to the accumulation of extreme-scale datasets. Both the rate and resolution of the …

Key Technologies for Big Data Stream Computing.

D Sun, G Zhang, W Zheng, K Li - 2015 - api.taylorfrancis.com
As a new trend for data-intensive computing, real-time stream computing is gaining signi
cant attention in the Big Data era. In theory, stream computing is an effective way to support …

Polygon-based query evaluation over geospatial data using distributed hash tables

M Malensek, S Pallickara… - 2013 IEEE/ACM 6th …, 2013 - ieeexplore.ieee.org
Data volumes in the geosciences and related domains have grown significantly as sensing
equipment designed to continuously gather readings and produce data streams for …

Streaming remote sensing data processing for the future smart cities: state of the art and future challenges

X Sun, P Liu, Y Ma, D Liu, Y Sun - … Information Systems: Concepts …, 2019 - igi-global.com
The explosion of data and the increase in processing complexity, together with the
increasing needs of real-time processing and concurrent data access, make remote sensing …

A framework for scalable real‐time anomaly detection over voluminous, geospatial data streams

W Budgaga, M Malensek… - Concurrency and …, 2017 - Wiley Online Library
This study presents a framework to enable distributed detection, storage, and analysis of
anomalies in voluminous data streams. Individual observations within these streams are …

Adopting cloud computing to optimize spatial web portals for better performance to support Digital Earth and other global geospatial initiatives

J Xia, C Yang, K Liu, Z Gui, Z Li… - International Journal of …, 2015 - Taylor & Francis
A spatial web portal (SWP) provides a web-based gateway to discover, access, manage,
and integrate worldwide geospatial resources through the Internet and has the access …

Expressive query support for multidimensional data in distributed hash tables

M Malensek, SL Pallickara… - 2012 IEEE Fifth …, 2012 - ieeexplore.ieee.org
The quantity and precision of geospatial and time series observational data being collected
has increased in tandem with the steady expansion of processing and storage capabilities in …