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 …

GCOTraj: A storage approach for historical trajectory data sets using grid cells ordering

S Yang, Z He, YPP Chen - Information Sciences, 2018 - Elsevier
Vast amounts of trajectory data have been collected due to the popularity of GPS devices.
Analyzing this wealth of data is important, thus highlighting the need to efficiently index and …

Spatial index structures for modern storage devices: A survey

AC Carniel, CD Aguiar - IEEE Transactions on Knowledge and …, 2023 - ieeexplore.ieee.org
To optimize the processing of spatial queries, there is an increasing interest in combining
spatial index structures with modern storage devices like flash-based Solid State Drives …

Mining spatio-temporal reachable regions with multiple sources over massive trajectory data

Y Ding, X Zhou, G Wu, Y Li, J Bao… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Given a set of user-specified locations and a massive trajectory dataset, the task of mining
spatio-temporal reachable regions aims at finding which road segments are reachable from …

Enhanced indexing and querying of trajectories in road networks via string algorithms

S Koide, Y Tadokoro, T Yoshimura, C Xiao… - ACM Transactions on …, 2018 - dl.acm.org
In this article, we propose a novel indexing and querying method for trajectories constrained
in a road network. We aim to provide efficient algorithms for various types of spatiotemporal …

A compact representation for trips over networks built on self-indexes

NR Brisaboa, A Fariña, D Galaktionov… - Information Systems, 2018 - Elsevier
Representing the movements of objects (trips) over a network in a compact way while
retaining the capability of exploiting such data effectively is an important challenge of real …

Reinforcement learning-driven address mapping and caching for flash-based remote sensing image processing

T Zhang, Z Cheng, J Li - Journal of Systems Architecture, 2019 - Elsevier
Flash memory is featured with salient advantages over conventional hard disks for massive
data storage and efficient on-board data processing. A flash translation layer (FTL) is a …

LDI: Learned distribution index for column stores

DHT That, M Gharehdaghi, A Rasin… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
In column stores, which ingest large amounts of data into multiple column groups, query
performance deteriorates. Commercial column stores use log-structured merge (LSM) tree …

Efficient flash-aware page-mapping cache management for on-board remote sensing image processing

T Zhang, P Luo, Z Cheng, J Li - Journal of Systems Architecture, 2018 - Elsevier
The use of flash-based storage devices has become popular in both research and practice
due to their intrinsic advantages over traditional magnetic counterparts. Many advanced …