Title :
Minimizing Cost of K-Replica in Hierarchical Data Grid Environment
Author :
Mansouri, Yaser ; Azad, Saeed Talatian ; Chamkori, Alireza
Author_Institution :
Dept. of Comput. Eng., Islamic Azad Univ., Khormoj, Iran
Abstract :
Replicating of objects at multi nodes has been considered a promising technique for decreasing access cost and network traffic for a large distributed systems like Data Grids. In this paper we propose Optimal Placement of Replicas (OPR) algorithm with the objective of minimizing the total replication cost including communication and storage cost, given that a maximum of k replicas are allowed in a tree data grid with n nodes and height h. OPR has time complexity of O(nhk), which is the lowest time complexity compared with the other algorithms with the same objective function in the past literature. In addition, two greedy algorithms, namely, Greedy Algorithm (GA) and Simple Greedy Algorithm (SGA) are proposed for near optimal placement of k replicas with the lower time complexity compared with that of OPR. We evaluate the proposed algorithms through an extensive simulation experiments in terms of access cost, network traffic and locality access to objects.
Keywords :
computational complexity; greedy algorithms; grid computing; replicated databases; OPR algorithm; SGA; access cost; communication; distributed systems; hierarchical data grid environment; k-replica; locality access; near optimal placement; network traffic; objective function; objects replication; optimal placement of replicas; simple greedy algorithm; storage cost; time complexity; total replication cost minimization; tree data grid; Data models; Distributed databases; Greedy algorithms; Linear programming; Servers; Time complexity; Vegetation; Communication Cost; Cost minimization; Data Grid; Replica Optimal Placement; Replication Cost; Storage Cost;
Conference_Titel :
Advanced Information Networking and Applications (AINA), 2014 IEEE 28th International Conference on
Conference_Location :
Victoria, BC
Print_ISBN :
978-1-4799-3629-8
DOI :
10.1109/AINA.2014.130