Title :
A Sequential Cooperative Game Theoretic Approach to Storage-Aware Scheduling of Multiple Large-Scale Workflow Applications in Grids
Author :
Duan, Rubing ; Prodan, Radu ; Li, Xiaorong
Author_Institution :
Inst. of High Performance Comput., A*STAR, Singapore, Singapore
Abstract :
Scheduling large-scale applications in heterogeneous Grid and Cloud systems is a fundamental NP-complete problem for obtaining good performance and execution costs. We address the problem of scheduling an important class of large-scale Grid applications inspired from real-world, characterised by a large number of homogeneous, concurrent, and computationally-intensive tasks that are the main sources of performance, cost, and storage bottlenecks. We propose a new formulation of this problem based on a cooperative distributed game theoretic method for makespan and cost optimisation of a multiple such applications while fulfilling important storage constraints. We present experimental results using simulation and real-world applications that demonstrate the effectiveness of our method in terms of the solution delivered, algorithm execution time, and fairness compared to other related approaches.
Keywords :
cloud computing; computational complexity; game theory; grid computing; optimisation; storage management; workflow management software; algorithm execution time; cloud systems; computationally-intensive tasks; cost optimisation; fundamental NP-complete problem; heterogeneous grid; large-scale grid applications; multiple large-scale workflow applications; real-world applications; scheduling large-scale applications; sequential cooperative distributed game theoretic method; storage constraints; storage-aware scheduling; Computational modeling; Games; Program processors; Resource management; Schedules; Scheduling algorithms;
Conference_Titel :
Grid Computing (GRID), 2012 ACM/IEEE 13th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-2901-9
DOI :
10.1109/Grid.2012.14