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Erschienen in: Peer-to-Peer Networking and Applications 5/2019

24.10.2018

A near-optimal cloud offloading under multi-user multi-radio environments

verfasst von: Guangsheng Feng, Haibin Lv, Bingyang Li, Chengbo Wang, Hongwu Lv, Huiqiang Wang

Erschienen in: Peer-to-Peer Networking and Applications | Ausgabe 5/2019

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Abstract

Computation offloading is an effective way to augment computation capabilities of mobile devices for emerging resource-hungry mobile applications. In this paper, we study the computation offloading problem under multi-user multi-radio (MUMR) environments, where users can transmit partial computation tasks to a remote cloud via multiple radio links. We formulate the problem as a maximization of the total number of beneficial users in consideration of time delay and energy consumption simultaneously. Since the proposed optimization problem is a non-convex mixed integer non-linear programming (MINLP) problem that is difficult to tackle using conventional methods. We convert the MINLP problem into a bilinear problem equivalently by introducing additional variables and then relax the problem to a convex optimization problem by McCormic envelopes method. We develop a Branch and Bound algorithm to solve the problem, and numerical results demonstrate that the proposed method can obtain a near-optimal solution.

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Fußnoten
1
According to [11], a user is defined to be beneficial if the overhead (delay and power consumption) generated by the offloading is smaller than that of executing locally.
 
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Metadaten
Titel
A near-optimal cloud offloading under multi-user multi-radio environments
verfasst von
Guangsheng Feng
Haibin Lv
Bingyang Li
Chengbo Wang
Hongwu Lv
Huiqiang Wang
Publikationsdatum
24.10.2018
Verlag
Springer US
Erschienen in
Peer-to-Peer Networking and Applications / Ausgabe 5/2019
Print ISSN: 1936-6442
Elektronische ISSN: 1936-6450
DOI
https://doi.org/10.1007/s12083-018-0693-6

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