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LocationSpark: In-memory Distributed Spatial Query Processing and Optimization [PDF]

open access: yesFrontiers in Big Data, 2020
Due to the ubiquity of spatial data applications and the large amounts of spatial data that these applications generate and process, there is a pressing need for scalable spatial query processing.
Mingjie Tang   +5 more
doaj   +4 more sources

Joint Top-K Spatial Keyword Query Processing [PDF]

open access: yesIEEE Transactions on Knowledge and Data Engineering, 2012
Web users and content are increasingly being geopositioned, and increased focus is being given to serving local content in response to web queries. This development calls for spatial keyword queries that take into account both the locations and textual descriptions of content.
Dingming Wu 0001   +3 more
openaire   +5 more sources

Query processing in spatial databases containing obstacles

open access: yesInternational Journal of Geographical Information Science, 2005
Despite the existence of obstacles in many database applications, traditional spatial query processing assumes that points in space are directly reachable and utilizes the Euclidean distance metric. In this paper, we study spatial queries in the presence of obstacles, where the obstructed distance between two points is defined as the length of the ...
Jun Zhang 0005   +3 more
openaire   +5 more sources

Elastic Spatial Query Processing in OpenStack Cloud Computing Environment for Time-Constraint Data Analysis

open access: yesISPRS International Journal of Geo-Information, 2017
Geospatial big data analysis (GBDA) is extremely significant for time-constraint applications such as disaster response. However, the time-constraint analysis is not yet a trivial task in the cloud computing environment. Spatial query processing (SQP) is
Wei Huang   +3 more
doaj   +3 more sources

Energy-efficient and privacy-preserving spatial range aggregation query processing in wireless sensor networks

open access: yesInternational Journal of Distributed Sensor Networks, 2019
The existing privacy-preserving aggregation query processing methods in sensor networks rely on pre-established network topology and require all nodes in the network to participate in query processing.
Liang Liu, Zhenhai Hu, Lisong Wang
doaj   +2 more sources

A PID-Based kNN Query Processing Algorithm for Spatial Data

open access: yesSensors, 2022
As a popular spatial operation, the k-Nearest Neighbors (kNN) query is widely used in various spatial application systems. How to efficiently process a kNN query on spatial big data has always been an important research topic in the field of spatial data
Baiyou Qiao   +3 more
doaj   +1 more source

Complex Spatial Query Processing [PDF]

open access: yesGeoInformatica, 2004
The user of a Geographical Information System is not limited to conventional spatial selections and joins, but may also pose more complicated and descriptive queries. In this paper, we focus on the efficient processing and optimization of complex spatial queries that involve combinations of spatial selections and joins. Our contribution is manifold; we
Mamoulis, N, Papadias, D, Arkoumanis, D
openaire   +3 more sources

A SPARK BASED COMPUTING FRAMEWORK FOR SPATIAL DATA [PDF]

open access: yesISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2017
In this paper, a novel Apache Spark-based framework for spatial data processing is proposed, which includes 4 layers: spatial data storage, spatial RDDs, spatial operations, and spatial query language.
F. Xiao
doaj   +1 more source

Efficient Group K Nearest-Neighbor Spatial Query Processing in Apache Spark

open access: yesISPRS International Journal of Geo-Information, 2021
Aiming at the problem of spatial query processing in distributed computing systems, the design and implementation of new distributed spatial query algorithms is a current challenge.
Panagiotis Moutafis   +3 more
doaj   +1 more source

LARGE VECTOR SPATIAL DATA STORAGE AND QUERY PROCESSING USING CLICKHOUSE [PDF]

open access: yesThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2023
The exponential growth of geospatial data resulting from the development of earth observation technology has created significant challenges for traditional relational databases.
S. Chen   +7 more
doaj   +1 more source

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