Hard-deadline constrained workflows scheduling using metaheuristic algorithms

被引:7
作者
Visheratin, Alexander [1 ]
Melnik, Mikhail [1 ]
Butakov, Nikolay [1 ]
Nasonov, Denis [1 ]
机构
[1] ITMO Univ, St Petersburg, Russia
来源
4TH INTERNATIONAL YOUNG SCIENTIST CONFERENCE ON COMPUTATIONAL SCIENCE | 2015年 / 66卷
关键词
Scheduling; workflow; grid; genetic algorithm; coevolution; HEFT; SYSTEMS;
D O I
10.1016/j.procs.2015.11.057
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
An efficient scheduling is the essential part of complex scientific applications processing in computational distributed environments. The computational complexity comes as from environment heterogeneity as from the application structure that usually is represented as a workflow which contains different linked tasks. A lot of well-known techniques were proposed by different scientific groups. The most popular of them are based on greedy list-based heuristics or evolutionary metaheuristics. In this paper we investigate the applicability of previously developed metaheuristic algorithm - coevolutional genetic algorithm (CGA) for scheduling series of workflows with hard deadlines constraints.
引用
收藏
页码:506 / 514
页数:9
相关论文
共 17 条
[1]   Deadline-constrained workflow scheduling algorithms for Infrastructure as a Service Clouds [J].
Abrishami, Saeid ;
Naghibzadeh, Mahmoud ;
Epema, Dick H. J. .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2013, 29 (01) :158-169
[2]  
[Anonymous], 2013, LIST BASED TASK SCHE
[3]  
[Anonymous], 2011, P 2011 INT C HIGH PE
[4]  
[Anonymous], 2007, P 8 IEEE ACM INT C G
[5]  
Bharathi S., 2008, WORKFLOWS SUPPORT LA, P1
[6]   A comparative study of scheduling algorithms for the multiple deadline-constrained workflows in heterogeneous computing systems with time windows [J].
Bochenina, Klavdiya .
2014 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, 2014, 29 :509-522
[7]  
Butakov N. a., 2014, APPL INFORM COMMUNIC
[8]   Rate Monotonic vs. EDF: Judgment day [J].
Buttazzo, GC .
REAL-TIME SYSTEMS, 2005, 29 (01) :5-26
[9]  
Nasonov D. B., 2014, INT J C SOCO 14 CISI
[10]   Hybrid Scheduling Algorithm in Early Warning Systems [J].
Nasonov, Denis ;
Butakov, Nikolay .
2014 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, 2014, 29 :1677-1687