Delay-aware Predictive Network Selection in data offloading

Haoran Yu; Man Hon Cheung; Longbo Huang; Jianwei Huang

doi:10.1109/INFCOMW.2014.6849211

Delay-aware Predictive Network Selection in data offloading

Haoran Yu, Man Hon Cheung, Longbo Huang, Jianwei Huang

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Citation (Scopus)

Abstract

We tackle the network selection problem in operator-initiated mobile data offloading by considering both the predictive and non-predictive cases. For the non-predictive case, we use the Lyapunov optimization technique to design the Delay-aware Network Selection Algorithm (DNSA), which yields an operation cost within O (1/V) bound of the minimum value, for any V > 0. For the predictive case, we propose a novel approach to incorporate prediction into Lyapunov optimization. The proposed Delay-aware Predictive Network Selection Algorithm (DPNSA) efficiently exploits the potential benefit of predicting traffic load and users' mobilities, and avoids the state space explosion issue due to information prediction. Numerical results show that DPNSA with prediction window size 5 offers roughly 30% delay saving over DNSA.

Original language	English
Title of host publication	2014 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2014
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	173-174
Number of pages	2
ISBN (Print)	9781479930883
DOIs	https://doi.org/10.1109/INFCOMW.2014.6849211
Publication status	Published - 2014
Externally published	Yes
Event	2014 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2014 - Toronto, ON, Canada Duration: 27 Apr 2014 → 2 May 2014

Publication series

Name	Proceedings - IEEE INFOCOM
ISSN (Print)	0743-166X

Conference

Conference	2014 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2014
Country/Territory	Canada
City	Toronto, ON
Period	27/04/14 → 2/05/14

Access to Document

10.1109/INFCOMW.2014.6849211

Cite this

@inproceedings{79b18bd58ec74c89b03baaa17a747660,

title = "Delay-aware Predictive Network Selection in data offloading",

abstract = "We tackle the network selection problem in operator-initiated mobile data offloading by considering both the predictive and non-predictive cases. For the non-predictive case, we use the Lyapunov optimization technique to design the Delay-aware Network Selection Algorithm (DNSA), which yields an operation cost within O (1/V) bound of the minimum value, for any V > 0. For the predictive case, we propose a novel approach to incorporate prediction into Lyapunov optimization. The proposed Delay-aware Predictive Network Selection Algorithm (DPNSA) efficiently exploits the potential benefit of predicting traffic load and users' mobilities, and avoids the state space explosion issue due to information prediction. Numerical results show that DPNSA with prediction window size 5 offers roughly 30% delay saving over DNSA.",

author = "Haoran Yu and Cheung, {Man Hon} and Longbo Huang and Jianwei Huang",

year = "2014",

doi = "10.1109/INFCOMW.2014.6849211",

language = "English",

isbn = "9781479930883",

series = "Proceedings - IEEE INFOCOM",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "173--174",

booktitle = "2014 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2014",

address = "United States",

note = "2014 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2014 ; Conference date: 27-04-2014 Through 02-05-2014",

}

Yu, H, Cheung, MH, Huang, L & Huang, J 2014, Delay-aware Predictive Network Selection in data offloading. in 2014 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2014., 6849211, Proceedings - IEEE INFOCOM, Institute of Electrical and Electronics Engineers Inc., pp. 173-174, 2014 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2014, Toronto, ON, Canada, 27/04/14. https://doi.org/10.1109/INFCOMW.2014.6849211

Delay-aware Predictive Network Selection in data offloading. / Yu, Haoran; Cheung, Man Hon; Huang, Longbo et al.
2014 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2014. Institute of Electrical and Electronics Engineers Inc., 2014. p. 173-174 6849211 (Proceedings - IEEE INFOCOM).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Delay-aware Predictive Network Selection in data offloading

AU - Yu, Haoran

AU - Cheung, Man Hon

AU - Huang, Longbo

AU - Huang, Jianwei

PY - 2014

Y1 - 2014

N2 - We tackle the network selection problem in operator-initiated mobile data offloading by considering both the predictive and non-predictive cases. For the non-predictive case, we use the Lyapunov optimization technique to design the Delay-aware Network Selection Algorithm (DNSA), which yields an operation cost within O (1/V) bound of the minimum value, for any V > 0. For the predictive case, we propose a novel approach to incorporate prediction into Lyapunov optimization. The proposed Delay-aware Predictive Network Selection Algorithm (DPNSA) efficiently exploits the potential benefit of predicting traffic load and users' mobilities, and avoids the state space explosion issue due to information prediction. Numerical results show that DPNSA with prediction window size 5 offers roughly 30% delay saving over DNSA.

AB - We tackle the network selection problem in operator-initiated mobile data offloading by considering both the predictive and non-predictive cases. For the non-predictive case, we use the Lyapunov optimization technique to design the Delay-aware Network Selection Algorithm (DNSA), which yields an operation cost within O (1/V) bound of the minimum value, for any V > 0. For the predictive case, we propose a novel approach to incorporate prediction into Lyapunov optimization. The proposed Delay-aware Predictive Network Selection Algorithm (DPNSA) efficiently exploits the potential benefit of predicting traffic load and users' mobilities, and avoids the state space explosion issue due to information prediction. Numerical results show that DPNSA with prediction window size 5 offers roughly 30% delay saving over DNSA.

UR - http://www.scopus.com/inward/record.url?scp=84904473169&partnerID=8YFLogxK

U2 - 10.1109/INFCOMW.2014.6849211

DO - 10.1109/INFCOMW.2014.6849211

M3 - Conference contribution

AN - SCOPUS:84904473169

SN - 9781479930883

T3 - Proceedings - IEEE INFOCOM

SP - 173

EP - 174

BT - 2014 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2014

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2014 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2014

Y2 - 27 April 2014 through 2 May 2014

ER -

Delay-aware Predictive Network Selection in data offloading

Abstract

Publication series

Conference

Access to Document

Other files and links

Fingerprint

Cite this