A Hierarchical Load Balancing Strategy Considering Communication Delay Overhead for Large Distributed Computing Systems
Joint Authors
Yang, Jixiang
Ling, Ling
Liu, Haibin
Source
Mathematical Problems in Engineering
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-04-21
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
Load balancing technology can effectively exploit potential enormous compute power available on distributed systems and achieve scalability.
Communication delay overhead on distributed system, which is time-varying and is usually ignored or assumed to be deterministic for traditional load balancing strategies, can greatly degrade the load balancing performance.
Considering communication delay overhead and its time-varying feature, a hierarchical load balancing strategy based on generalized neural network (HLBSGNN) is presented for large distributed systems.
The novelty of the HLBSGNN is threefold: (1) the hierarchy with optimized communication is employed to reduce load balancing overhead for large distributed computing systems, (2) node computation rate and communication delay randomness imposed by the communication medium are considered, and (3) communication and migration overheads are optimized via forecasting delay.
Comparisons with traditional strategies, such as centralized, distributed, and random delay strategies, indicate that the HLBSGNN is more effective and efficient.
American Psychological Association (APA)
Yang, Jixiang& Ling, Ling& Liu, Haibin. 2016. A Hierarchical Load Balancing Strategy Considering Communication Delay Overhead for Large Distributed Computing Systems. Mathematical Problems in Engineering،Vol. 2016, no. 2016, pp.1-9.
https://search.emarefa.net/detail/BIM-1112339
Modern Language Association (MLA)
Yang, Jixiang…[et al.]. A Hierarchical Load Balancing Strategy Considering Communication Delay Overhead for Large Distributed Computing Systems. Mathematical Problems in Engineering No. 2016 (2016), pp.1-9.
https://search.emarefa.net/detail/BIM-1112339
American Medical Association (AMA)
Yang, Jixiang& Ling, Ling& Liu, Haibin. A Hierarchical Load Balancing Strategy Considering Communication Delay Overhead for Large Distributed Computing Systems. Mathematical Problems in Engineering. 2016. Vol. 2016, no. 2016, pp.1-9.
https://search.emarefa.net/detail/BIM-1112339
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1112339