JOURNAL ARTICLE

Research on Spatial Statistical Data Compression Algorithm Based on Point Cloud Clustering

Shao Ming PanHong LiGe Tang

Year: 2014 Journal:   Applied Mechanics and Materials Vol: 543-547 Pages: 1619-1622   Publisher: Trans Tech Publications

Abstract

The spatial information service system have the characteristics of a large amount of massive data and a large number of users, so the compression algorithm for statistical data will affects the system performance of spatial data services. A compression algorithm for spatial statistical data based on point cloud clustering is proposed in this paper to solve the above-mentioned problems. The access rule of the spatial data will be mapped into a point cloud. And the part of points will be deleted according to the clustering gradient of point cloud. Then the statistical data is compressed by run-length coding and spatial clustering extraction. The experimental results show that the algorithm have a high compression efficiency.

Keywords:
Cluster analysis Computer science Data mining Algorithm Data stream clustering Data compression Spatial analysis Point cloud CURE data clustering algorithm Cloud computing Compression (physics) Coding (social sciences) Correlation clustering Artificial intelligence Mathematics Statistics

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Topics

Data Management and Algorithms
Physical Sciences →  Computer Science →  Signal Processing
Data Mining Algorithms and Applications
Physical Sciences →  Computer Science →  Information Systems
Recommender Systems and Techniques
Physical Sciences →  Computer Science →  Information Systems

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