Budget-Deadline Constrained Workflow Scheduling for Heterogeneous Resources

被引:9
作者
Zhou, Naqin [1 ]
Qi, Deyu [1 ]
Feng, Wei [2 ]
Wang, Xinyang [1 ]
Shen, Yang [1 ]
机构
[1] South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Guangdong, Peoples R China
[2] Guangdong Eshore Technol Co Ltd, Guangzhou 510006, Guangdong, Peoples R China
来源
2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND ENGINEERING (CSE) AND IEEE/IFIP INTERNATIONAL CONFERENCE ON EMBEDDED AND UBIQUITOUS COMPUTING (EUC), VOL 1 | 2017年
基金
中国国家自然科学基金;
关键词
Quality of Service; Planning Success Rate; Utility computing; DAG scheduling; ALGORITHMS;
D O I
10.1109/CSE-EUC.2017.13
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In utility computing models, users consume services based on their Quality of Service (QoS) requirements. QoS provides a basis for task scheduling, but it also makes task scheduling problems more complex. In this paper, we present a heuristic scheduling algorithm, named Budget-Deadline Constrained Workflow Scheduling (BDCWS). The algorithm calculates the task priority by a new method to balance the two QoS factors of time and cost, thereby effectively improving the success rate of applications without increasing the algorithm time complexity. Experiments regarding aspects of randomly generated graphs and real-world application graphs are performed, and the results reveal that the BDCWS outperforms the existing algorithms on the both aspects.
引用
收藏
页码:7 / 14
页数:8
相关论文
共 24 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]   Cost-Driven Scheduling of Grid Workflows Using Partial Critical Paths [J].
Abrishami, Saeid ;
Naghibzadeh, Mahmoud ;
Epema, Dick H. J. .
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2012, 23 (08) :1400-1414
[3]  
[Anonymous], 2010, P 11 IEEE ACM INT C
[4]  
[Anonymous], WORKFLOW SCHEDULING
[5]   Low-time complexity budget-deadline constrained workflow scheduling on heterogeneous resources [J].
Arabnejad, Hamid ;
Barbosa, Jorge G. ;
Prodan, Radu .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2016, 55 :29-40
[6]   A Budget Constrained Scheduling Algorithm for Workflow Applications [J].
Arabnejad, Hamid ;
Barbosa, Jorge G. .
JOURNAL OF GRID COMPUTING, 2014, 12 (04) :665-679
[7]  
Arabnejad H, 2014, LECT NOTES COMPUT SC, V8584, P532, DOI 10.1007/978-3-319-09153-2_40
[8]   List Scheduling Algorithm for Heterogeneous Systems by an Optimistic Cost Table [J].
Arabnejad, Hamid ;
Barbosa, Jorge G. .
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2014, 25 (03) :682-694
[9]   Market-oriented Grids and Utility Computing: The State-of-the-art and Future Directions [J].
Broberg, James ;
Venugopal, Srikumar ;
Buyya, Rajkumar .
JOURNAL OF GRID COMPUTING, 2008, 6 (03) :255-276
[10]   SimGrid: a Generic Framework for Large-Scale Distributed Experiments [J].
Casanova, Henri ;
Legrand, Arnaud ;
Quinson, Martin .
2008 UKSIM TENTH INTERNATIONAL CONFERENCE ON COMPUTER MODELING AND SIMULATION, 2008, :126-131