Title :
A Shared Memory Parallel k-NN Query Algorithm for M-tree
Author :
Qiu, Chu ; Lu, Yongquan ; Gao, Pengdong ; Wang, Jintao ; Lv, Rui
Author_Institution :
High Performance Comput. Center, Commun. Univ. of China, Beijing, China
Abstract :
A shared memory parallel k-NN algorithm for M-tree index structure is introduced in this paper, which is called SMP A-NN. The processing of the pending request (PR) queue is a core operation in the traditional k-NN query algorithm, which is also time-consuming. Therefore, we separate the long queue into multi-parts and assign them to different threads. This improvement takes full advantage of SMP architecture and can keep good load balancing between threads. We implement this algorithm on a common shared memory parallel PC server. A lot of experiments have illustrated the proposed SMP k-NN can speed up the query and improve the performance of M-tree for large dataset.
Keywords :
parallel processing; resource allocation; shared memory systems; M-tree; SMP A-NN; load balancing; pending request queue; shared memory parallel k-NN query algorithm; High performance computing; Image databases; Indexing; Load management; Multimedia databases; Parallel machines; Parallel processing; Routing; Spatial databases; Yarn;
Conference_Titel :
Management and Service Science, 2009. MASS '09. International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-4638-4
Electronic_ISBN :
978-1-4244-4639-1
DOI :
10.1109/ICMSS.2009.5305620