Ant Colony Optimization Algorithm to Dynamic Energy Management in Cloud Data Center
Joint Authors
Pang, Shanchen
Zhang, Weiguang
Ma, Tongmao
Gao, Qian
Source
Mathematical Problems in Engineering
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-12-20
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
With the wide deployment of cloud computing data centers, the problems of power consumption have become increasingly prominent.
The dynamic energy management problem in pursuit of energy-efficiency in cloud data centers is investigated.
Specifically, a dynamic energy management system model for cloud data centers is built, and this system is composed of DVS Management Module, Load Balancing Module, and Task Scheduling Module.
According to Task Scheduling Module, the scheduling process is analyzed by Stochastic Petri Net, and a task-oriented resource allocation method (LET-ACO) is proposed, which optimizes the running time of the system and the energy consumption by scheduling tasks.
Simulation studies confirm the effectiveness of the proposed system model.
And the simulation results also show that, compared to ACO, Min-Min, and RR scheduling strategy, the proposed LET-ACO method can save up to 28%, 31%, and 40% energy consumption while meeting performance constraints.
American Psychological Association (APA)
Pang, Shanchen& Zhang, Weiguang& Ma, Tongmao& Gao, Qian. 2017. Ant Colony Optimization Algorithm to Dynamic Energy Management in Cloud Data Center. Mathematical Problems in Engineering،Vol. 2017, no. 2017, pp.1-10.
https://search.emarefa.net/detail/BIM-1190507
Modern Language Association (MLA)
Pang, Shanchen…[et al.]. Ant Colony Optimization Algorithm to Dynamic Energy Management in Cloud Data Center. Mathematical Problems in Engineering No. 2017 (2017), pp.1-10.
https://search.emarefa.net/detail/BIM-1190507
American Medical Association (AMA)
Pang, Shanchen& Zhang, Weiguang& Ma, Tongmao& Gao, Qian. Ant Colony Optimization Algorithm to Dynamic Energy Management in Cloud Data Center. Mathematical Problems in Engineering. 2017. Vol. 2017, no. 2017, pp.1-10.
https://search.emarefa.net/detail/BIM-1190507
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1190507