Robust Scheduling of Scientific Workflows with Deadline and Budget Constraints in Clouds

被引:99
作者
Poola, Deepak [1 ]
Garg, Saurabh Kumar [3 ]
Buyya, Rajkumar [1 ]
Yang, Yun [2 ]
Ramamohanarao, Kotagiri [1 ]
机构
[1] Univ Melbourne, Dept Comp & Informat Syst, Cloud Comp & Distributed Syst CLOUDS Lab, Melbourne, Vic 3010, Australia
[2] Swinburne Univ Technol, Fac SET, Melbourne, Vic, Australia
[3] Univ Tasmania, Dept Comp & Informat Syst, Hobart, Tas, Australia
来源
2014 IEEE 28TH INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS (AINA) | 2014年
关键词
Workflows; Cloud; Robustness; Fault-Tolerance; Scheduling;
D O I
10.1109/AINA.2014.105
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Dynamic resource provisioning and the notion of seemingly unlimited resources are attracting scientific workflows rapidly into Cloud computing. Existing works on workflow scheduling in the context of Clouds are either on deadline or cost optimization, ignoring the necessity for robustness. Robust scheduling that handles performance variations of Cloud resources and failures in the environment is essential in the context of Clouds. In this paper, we present a robust scheduling algorithm with resource allocation policies that schedule workflow tasks on heterogeneous Cloud resources while trying to minimize the total elapsed time (makespan) and the cost. Our results show that the proposed resource allocation policies provide robust and fault-tolerant schedule while minimizing makespan. The results also show that with the increase in budget, our policies increase the robustness of the schedule.
引用
收藏
页码:858 / 865
页数:8
相关论文
共 50 条
[1]   Workflow scheduling of scientific workflows under simultaneous deadline and budget constraints [J].
Taghinezhad-Niar, Ahmad ;
Pashazadeh, Saeid ;
Taheri, Javid .
CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2021, 24 (04) :3449-3467
[2]   Workflow scheduling of scientific workflows under simultaneous deadline and budget constraints [J].
Ahmad Taghinezhad-Niar ;
Saeid Pashazadeh ;
Javid Taheri .
Cluster Computing, 2021, 24 :3449-3467
[3]   Deadline Based Resource Provisioning and Scheduling Algorithm for Scientific Workflows on Clouds [J].
Rodriguez, Maria Alejandra ;
Buyya, Rajkumar .
IEEE TRANSACTIONS ON CLOUD COMPUTING, 2014, 2 (02) :222-235
[4]   Elastic Scheduling of Scientific Workflows under Deadline Constraints in Cloud Computing Environments [J].
Anwar, Nazia ;
Deng, Huifang .
FUTURE INTERNET, 2018, 10 (01)
[5]   On Optimal Scheduling Algorithms for Well-Structured Workflows in the Cloud with Budget and Deadline Constraints [J].
Wang, Yang ;
Shi, Wei ;
Kent, Kenneth B. .
PARALLEL PROCESSING LETTERS, 2016, 26 (02)
[6]   Elastic resource provisioning for scientific workflow scheduling in cloud under budget and deadline constraints [J].
Shi, Jiyuan ;
Luo, Junzhou ;
Dong, Fang ;
Zhang, Jinghui ;
Zhang, Junxue .
CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2016, 19 (01) :167-182
[7]   Elastic resource provisioning for scientific workflow scheduling in cloud under budget and deadline constraints [J].
Jiyuan Shi ;
Junzhou Luo ;
Fang Dong ;
Jinghui Zhang ;
Junxue Zhang .
Cluster Computing, 2016, 19 :167-182
[8]   Budget and Deadline Aware e-Science Workflow Scheduling in Clouds [J].
Arabnejad, Vahid ;
Bubendorfer, Kris ;
Ng, Bryan .
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2019, 30 (01) :29-44
[9]   Scheduling Big Data Workflows in the Cloud under Deadline Constraints [J].
Ebrahimi, Mahdi ;
Mohan, Aravind ;
Lu, Shiyong .
2018 IEEE FOURTH INTERNATIONAL CONFERENCE ON BIG DATA COMPUTING SERVICE AND APPLICATIONS (IEEE BIGDATASERVICE 2018), 2018, :33-40
[10]   Budget-Driven Scheduling of Scientific Workflows in IaaS Clouds with Fine-Grained Billing Periods [J].
Rodriguez, Maria A. ;
Buyya, Rajkumar .
ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2017, 12 (02)