A survey on trajectory data management, analytics, and learning

S Wang, Z Bao, JS Culpepper, G Cong - ACM Computing Surveys …, 2021 - dl.acm.org
Recent advances in sensor and mobile devices have enabled an unprecedented increase
in the availability and collection of urban trajectory data, thus increasing the demand for …

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 …

MobilityDB: A mobility database based on PostgreSQL and PostGIS

E Zimányi, M Sakr, A Lesuisse - ACM Transactions on Database …, 2020 - dl.acm.org
Despite two decades of research in moving object databases and a few research prototypes
that have been proposed, there is not yet a mainstream system targeted for industrial use. In …

A survey on IoT big data analytic systems: Current and future

Y Sasaki - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
The Internet of Things (IoT) has become widespread around the world. Since a large
number of diverse devices, such as vehicles, household electrical appliances, smart …

Fast large-scale trajectory clustering

S Wang, Z Bao, JS Culpepper, T Sellis… - Proceedings of the VLDB …, 2019 - dl.acm.org
In this paper, we study the problem of large-scale trajectory data clustering, k-paths, which
aims to efficiently identify k" representative" paths in a road network. Unlike traditional …

[HTML][HTML] Big data for traffic estimation and prediction: a survey of data and tools

W Jiang, J Luo - Applied System Innovation, 2022 - mdpi.com
Big data have been used widely in many areas, including the transportation industry. Using
various data sources, traffic states can be well estimated and further predicted to improve the …

Big trajectory data mining: a survey of methods, applications, and services

D Wang, T Miwa, T Morikawa - Sensors, 2020 - mdpi.com
The increasingly wide usage of smart infrastructure and location-aware terminals has
helped increase the availability of trajectory data with rich spatiotemporal information. The …

Efficient approximate range aggregation over large-scale spatial data federation

Y Shi, Y Tong, Y Zeng, Z Zhou, B Ding… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Range aggregation is a primitive operation in spatial data applications and there is a
growing demand to support such operations over a data federation, where the entire spatial …

Big data management in smart grids: Technologies and challenges

A Zainab, A Ghrayeb, D Syed, H Abu-Rub… - IEEE …, 2021 - ieeexplore.ieee.org
Smart grids are re-engineering the electricity transmission and distribution system
throughout the world. It is an amalgam of increased digital information with the electrical …

Trajmesa: A distributed nosql-based trajectory data management system

R Li, H He, R Wang, S Ruan, T He… - … on Knowledge and …, 2021 - ieeexplore.ieee.org
With the development of positioning technology, a large number of trajectories have been
generated, which are very useful for many urban applications. However, it is challenging to …