Delay-Aware Online Service Scheduling in High-Speed Railway Communication Systems
Joint Authors
Zhong, Zhangdui
Xu, Shengfeng
Shen, Chao
Lei, Yan
Zhu, Gang
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-03-24
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
We investigate the downlink service scheduling problem in relay-assisted high-speed railway (HSR) communication systems, taking into account stochastic packet arrivals and quality-of-service (QoS) requirements.
The scheduling problem is formulated as an infinite-horizon average cost constrained Markov decision process (MDP), where the scheduling actions depend on the channel state information (CSI) and the queue state information (QSI).
Our objective is to find a policy that minimizes the average end-to-end delay through scheduling actions under the service delivery ratio constraints.
To address the challenge of centralized control and high complexity of traditional MDP approaches, we propose a distributed online scheduling algorithm based on approximate MDP and stochastic learning, where the scheduling policy is a function of the local CSI and QSI only.
Numerical experiments are carried out to show the performance of the proposed algorithm.
American Psychological Association (APA)
Xu, Shengfeng& Zhu, Gang& Shen, Chao& Lei, Yan& Zhong, Zhangdui. 2014. Delay-Aware Online Service Scheduling in High-Speed Railway Communication Systems. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-457168
Modern Language Association (MLA)
Xu, Shengfeng…[et al.]. Delay-Aware Online Service Scheduling in High-Speed Railway Communication Systems. Mathematical Problems in Engineering No. 2014 (2014), pp.1-10.
https://search.emarefa.net/detail/BIM-457168
American Medical Association (AMA)
Xu, Shengfeng& Zhu, Gang& Shen, Chao& Lei, Yan& Zhong, Zhangdui. Delay-Aware Online Service Scheduling in High-Speed Railway Communication Systems. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-457168
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-457168