Title :
A Deadline and Cost Constrained Optimization Algorithm for Scheduling Applications in Grids Based on Proportional Share Systems
Author :
Wang, Dazhen ; Sim, Kwang Mong ; Shi, Benyun
Author_Institution :
Dept. of Comput. Sci., Hong Kong Baptist Univ., Hong Kong
Abstract :
Since computation of grids enable the sharing, selection, query and aggregation of geographically distributed resources for solving large-scale problems, developing mechanisms for grid resource scheduling is a complex undertaking problem. We had investigated several famous schedule methods proposed by Nimrod-G, a famous computational economy framework for regulating the supply and demand for resources. In this paper, we propose a novel scheduling algorithm, called deadline and cost constrained optimization algorithm, which extends Buyyapsilas cost optimization and time optimization algorithm, keeping the cost and time optimization at same time. Our optimization algorithm, which is based on proportional share (PS), allows users to bid higher in order to gain more resource shares. Therefore, this algorithm adjusts a user bid periodically on these systems in order to finish the application on time. Empirical results show that the algorithm had better performance than with conventional algorithms.
Keywords :
costing; grid computing; optimisation; scheduling; Nimrod-G methods; computational economy framework; cost constrained optimization algorithm; deadline-cost constrained optimization algorithm; geographically distributed resources; proportional share; proportional share systems; scheduling applications; Availability; Constraint optimization; Cost function; Distributed computing; Environmental economics; Grid computing; Large-scale systems; Processor scheduling; Resource management; Scheduling algorithm;
Conference_Titel :
Electronic Commerce and Security, 2008 International Symposium on
Conference_Location :
Guangzhou City
Print_ISBN :
978-0-7695-3258-5
DOI :
10.1109/ISECS.2008.116