Multidimensional range queries on hierarchical Voronoi overlays

被引:8
|
作者
Ferrucci, L. [2 ]
Ricci, L. [1 ,2 ]
Albano, M. [4 ]
Baraglia, R. [2 ]
Mordacchini, M. [3 ]
机构
[1] Univ Pisa, Dept Comp Sci, Largo B Pontecorvo 3, I-56127 Pisa, Italy
[2] CNR, ISTI, Via Moruzzi 1, I-56124 Pisa, Italy
[3] CNR, IIT, Via Moruzzi 1, I-56124 Pisa, Italy
[4] Polytech Inst Porto, CISTER, INESC TEC ISEP, Rua Dr Antonio Bernardino de Almeida 431, Oporto, Portugal
关键词
Distributed systems; Range queries; Voronoi; DELAUNAY TRIANGULATION; INTERNET;
D O I
10.1016/j.jcss.2016.04.008
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The definition of a support for multi-attribute range queries is mandatory for highly distributed systems. Even if several solutions have been proposed in the last decade, most of them do not meet the requirements of recent platforms, like loT or smart cities. The paper presents an approach that builds a multidimensional Voronoi graph by exploiting the attributes of the objects published by a node. Our solution overcomes the curse of dimensionality issue affecting Voronoi Tessellations in high dimensional spaces by defining a Voronoi hierarchy. The paper formally defines the structure, analysis the complexity of the operations and presents experimental results. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:1161 / 1179
页数:19
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