Adaptive parallel Delaunay triangulation construction with dynamic pruned binary tree model in Cloud

doi:10.1002/cpe.4157

	Adaptive parallel Delaunay triangulation construction with dynamic pruned binary tree model in Cloud
	Lin, Jiaxiang 1,2; Chen, Riqing 1; Wu, Liping 1; Shu, Zhaogang 1; Yang, Changcai 1
刊名	CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE
	2017-12-25
卷号	29 期号:24 页码:10
关键词	Delaunay TIN distributed and parallel cloud services divide and conquer incremental insertion
ISSN号	1532-0626
DOI	10.1002/cpe.4157
通讯作者	Chen, Riqing(riqing.chen@fafu.edu.cn)
英文摘要	The paper illustrates a parallel and distributed scheme for computing a planar Delaunay triangulation using a divide-and-conquer strategy in Cloud environment, which combines the incremental insertion algorithm and the divide-and-conquer method. The proposed hybrid algorithm for Delaunay triangulation construction is easy to be parallelized due to the dynamic pruned characteristic of the binary tree model used. Moreover, the Cloud platform decreases the communication overhead and improves data locality by making use of a data partitioning and integrating scheme offered by the map-reduce architecture. The implementation of the parallel and distributed version of the algorithm relied on a robust data structure called quad-edge, which implies the geometric relationship among the edges and vertexes adjacent. More importantly, the data are serialized easily and transmitted efficiently between different Cloud nodes; the algorithm is executed conveniently on PC clusters. We tested the parallel version of the algorithm on GeoKSCloud, a geographical knowledge service Cloud developed by our research team. Experimental results show that the proposed hybrid algorithm is efficient and competitive; it can be easily migrated and deployed in distributed and parallel computing environment, such as grid and Cloud. The parallel implementation of the hybrid algorithm has a good speed-up, while data communication is the crucial factor for the efficiency of the parallel version. Overall, the parallel version outperforms both the sequential divide-and-conquer algorithm and the sequential incremental insertion algorithm.
资助项目	National Natural Science Foundation of China[41401458] ; National Natural Science Foundation of China[61501120] ; Key Laboratory of Spatial Data Mining and Information Sharing of Ministry of Education, Fuzhou University[2017LSDMIS01] ; Key Program of Science and Technology of Fujian Province[2015H0015] ; Natural Science Foundation of Fujian Province of China[2014J05045] ; Natural Science Foundation of Fujian Province of China[2016J05148] ; Natural Science Foundation of Fujian Province of China[2016J01753] ; Science and Technology Foundation of The Education Department of Fujian Province of China[JA12375] ; Youth Foundation of Fujian Agriculture and Forestry University[k13xjj05a]
WOS关键词	INCREMENTAL CONSTRUCTION ; VORONOI DIAGRAMS ; CONQUER SCHEME ; ALGORITHM ; COMPUTATION
WOS研究方向	Computer Science
语种	英语
出版者	WILEY
WOS记录号	WOS:000416017600003
资助机构	National Natural Science Foundation of China ; Key Laboratory of Spatial Data Mining and Information Sharing of Ministry of Education, Fuzhou University ; Key Program of Science and Technology of Fujian Province ; Natural Science Foundation of Fujian Province of China ; Science and Technology Foundation of The Education Department of Fujian Province of China ; Youth Foundation of Fujian Agriculture and Forestry University
内容类型	期刊论文
源URL	[http://ir.igsnrr.ac.cn/handle/311030/56782]
专题	中国科学院地理科学与资源研究所
通讯作者	Chen, Riqing
作者单位	1.Fujian Agr & Forestry Univ, Coll Comp & Informat Sci, Fuzhou 350002, Fujian, Peoples R China 2.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China
推荐引用方式 GB/T 7714	Lin, Jiaxiang,Chen, Riqing,Wu, Liping,et al. Adaptive parallel Delaunay triangulation construction with dynamic pruned binary tree model in Cloud[J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE,2017,29(24):10.
APA	Lin, Jiaxiang,Chen, Riqing,Wu, Liping,Shu, Zhaogang,&Yang, Changcai.(2017).Adaptive parallel Delaunay triangulation construction with dynamic pruned binary tree model in Cloud.CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE,29(24),10.
MLA	Lin, Jiaxiang,et al."Adaptive parallel Delaunay triangulation construction with dynamic pruned binary tree model in Cloud".CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE 29.24(2017):10.