[HTML][HTML] A survey on multisource heterogeneous urban sensor access and data management technologies

F Yang, Y Hua, X Li, Z Yang, X Yu, T Fei - Measurement: Sensors, 2022 - Elsevier
Urban sensors are an important part of urban infrastructures and are usually heterogeneous.
Urban sensors with different uses vary greatly in hardware structure, communication …

Spatio-temporal access methods: a survey (2010-2017)

AR Mahmood, S Punni, WG Aref - GeoInformatica, 2019 - Springer
The volume of spatio-temporal data is growing at a rapid pace due to advances in location-
aware devices, eg, smartphones, and the popularity of location-based services, eg …

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 …

Garden: a real-time processing framework for continuous top-k trajectory similarity search

Z Pan, P Chao, J Fang, W Chen, J Xu… - Knowledge and Information …, 2023 - Springer
Continuous top-k trajectory similarity Search (C k Search) is now commonly required in real-
time large-scale trajectory analysis, enabling the distributed stream processing engines to …

A Time-Identified R-Tree: A Workload-Controllable Dynamic Spatio-Temporal Index Scheme for Streaming Processing

W Peng, L Chen, X Ouyang, W Xiong - ISPRS International Journal of Geo …, 2024 - mdpi.com
Many kinds of spatio-temporal data in our daily lives, such as the trajectory data of moving
objects, stream natively. Streaming systems exhibit significant advantages in processing …

Waterwheel: Realtime indexing and temporal range query processing over massive data streams

L Wang, R Cai, TZJ Fu, J He, Z Lu… - 2018 IEEE 34th …, 2018 - ieeexplore.ieee.org
Massive data streams from sensors in Internet of Things (IoT) and smart devices with Global
Positioning System (GPS) are now flooding to database systems for further processing and …

NEIST: A neural-enhanced index for spatio-temporal queries

S Wu, Z Pang, G Chen, Y Gao, C Zhao… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Previous work on the spatio-temporal index often adopts a simple linear model to predict the
future positions of moving objects, which may generate numerous errors for complex road …

基于LSM-OCTree 的时空流分布式调度和存储方案.

李悦艺, 张丰, 杜震洪, 刘仁义 - Journal of Zhejiang …, 2023 - search.ebscohost.com
时空流的高效管理要求顾及数据的时空相关性, 支持时空流的高速插入, 实时索引和低延迟时空
范围查询, 而现有的基于HBase 等的存储方案, 因索引更新开销过大, 无法满足高效管理要求 …

A Framework to Support Continuous Range Queries over Multi-Attribute Trajectories

J Xu, Z Bao, H Lu - IEEE Transactions on Knowledge and Data …, 2021 - ieeexplore.ieee.org
Emerging applications over spatio-temporal trajectories require representing the data from
diverse aspects. We study multi-attribute trajectories each of which consists of a sequence of …

An efficient in-memory R-tree construction scheme for spatio-temporal data stream

T Zhang, L Yang, D Shen, Y Fan - … China, November 12–15, 2018, Revised …, 2019 - Springer
In this paper, we proposed an efficient R-tree construction method by bulk loading over
spatial-temporal data stream. The core idea is to partition spatial-temporal data stream into …