Title :
Parallel external selection algorithm on distributed memory systems
Author :
Zhong, Cheng ; Chen, Guoliang ; Yan, Chao
Author_Institution :
Dept. of Comput. Sci., Univ. of Sci. & Technol. of China, Hefei, China
Abstract :
The external selection problem is to select the record with the K-th smallest key from the given N records that are distributed and stored evenly on the D disks for the parallel machine with D processors. Each processor has its own primary memory of size M records and one disk, where N/D>M. The processors are connected with a /spl radic/D /spl times/ /spl radic/D mesh architecture. Based on a two-stage approach, this paper presents an efficient parallel external selection algorithm for the distributed-memory parallel systems. First, all the processors execute local external sorting in parallel, each processor sorts the N/D records on its own disk. Next, they execute parallel external selection from the D sorted sub-files on the D disks. This algorithm is asymptotically optimal and has a small constant factor of time complexity.
Keywords :
computational complexity; distributed memory systems; multiprocessor interconnection networks; parallel algorithms; parallel machines; sorting; asymptotically optimal algorithm; distributed memory systems; local external sorting; mesh architecture; parallel external selection algorithm; parallel machine; primary memory; processor interconnection; time complexity; two-stage approach; Algorithm design and analysis; Artificial intelligence; Chaos; Computer science; Databases; Internet; Parallel algorithms; Parallel machines; Sorting; Statistics;
Conference_Titel :
Algorithms and Architectures for Parallel Processing, 2002. Proceedings. Fifth International Conference on
Conference_Location :
Beijing, China
Print_ISBN :
0-7695-1512-6
DOI :
10.1109/ICAPP.2002.1173581