Name
Title | ||
|---|---|---|
A sequential cooperative game theoretic approach to scheduling multiple large-scale applications in grids. |
Abstract | ||
|---|---|---|
Scheduling large-scale applications in heterogeneous distributed computing systems is a fundamental NP-complete problem that is critical to obtaining good performance and execution cost. In this paper, we address the scheduling problem of an important class of large-scale Grid applications inspired by the real world, characterized by a huge 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-theory-based method applied using three algorithms with low time complexity for optimizing three important metrics in scientific computing: execution time, economic cost, and storage requirements. We present comprehensive experiments using simulation and real-world applications that demonstrate the effectiveness of our approach in terms of time and fairness compared to other related algorithms. We schedule large-scale Grid applications with a huge identical parallel tasks.We formulate the problem using a cooperative distributed game-theory-based method.We design three algorithms for optimizing time, cost, and storage requirements.We evaluate our method using simulation and real-world applications.We compare our results with related algorithms. |
Year | DOI | Venue |
|---|---|---|
2014 | 10.1016/j.future.2013.09.001 | Future Generation Comp. Syst. |
Keywords | DocType | Volume |
execution time,sequential cooperative game theoretic,fundamental np-complete problem,multiple large-scale application,low time complexity,important class,scheduling problem,economic cost,large-scale grid application,good performance,execution cost,important metrics,grid computing,performance,game theory,scheduling | Journal | 30 |
Issue | ISSN | Citations |
C | 0167-739X | 3 |
PageRank | References | Authors |
0.39 | 31 | 3 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Rubing Duan | 1 | 235 | 16.38 |
| Radu Prodan | 2 | 2314 | 152.27 |
| Xiaorong Li | 3 | 47 | 3.62 |