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Two Stages Transfer Algorithm (TSTT) for Independent Tasks Scheduling in Heterogeneous Computing Systems
- Source :
- Journal of Physics: Conference Series. 1018:012021
- Publication Year :
- 2018
- Publisher :
- IOP Publishing, 2018.
-
Abstract
- Task scheduling is critical in heterogeneous systems especially with the huge number of tasks transmitted over grid causing system delay. Since heuristics are proposing methods for solving heterogeneous computing systems, several techniques were proposed for the scheduling on grid computing systems to get better execution time. In this paper, a proposed new heuristic algorithm named Two Stages Tasks Transfer (TSTT) algorithm to enhance Tenacious Penalty Based scheduling (TPB) algorithm. Heterogeneous Computing Scheduling Problem (HCSP) mathematical model has been used, where the independent tasks assigned to heterogeneous machines with different characteristics. Twelve datasets with different heterogeneity level examined using different heuristic algorithms to compare the performance with our proposed algorithm. The proposed algorithm showed its efficiency in term of makespan, resource utilization metrics for set of tasks.
- Subjects :
- History
Job shop scheduling
Heuristic (computer science)
Computer science
020206 networking & telecommunications
Symmetric multiprocessor system
02 engineering and technology
computer.software_genre
Grid
Two stages
Computer Science Applications
Education
Scheduling (computing)
Grid computing
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Heuristics
Algorithm
computer
Subjects
Details
- ISSN :
- 17426596 and 17426588
- Volume :
- 1018
- Database :
- OpenAIRE
- Journal :
- Journal of Physics: Conference Series
- Accession number :
- edsair.doi...........039bdb15a7f57a5b81961273f44b05a1