University of Oulu

M. S. Elbamby, M. Bennis and W. Saad, "Proactive edge computing in latency-constrained fog networks," 2017 European Conference on Networks and Communications (EuCNC), Oulu, 2017, pp. 1-6. doi: 10.1109/EuCNC.2017.7980678

Proactive edge computing in latency-constrained fog networks

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Author: Elbamby, Mohammed1; Bennis, Mehdi1,2; Saad, Walid3
Organizations: 1Centre for Wireless Communications, University of Oulu, Finland
2Department of Computer Engineering, Kyung Hee University, South Korea
3Wireless@VT, Bradley Department of Electrical and Computer Engineering, Virginia Tech, Blacksburg, VA, USA
Format: article
Version: accepted version
Access: open
Online Access: PDF Full Text (PDF, 0.6 MB)
Persistent link: http://urn.fi/urn:nbn:fi-fe2018062926685
Language: English
Published: Institute of Electrical and Electronics Engineers, 2017
Publish Date: 2018-06-29
Description:

Abstract

In this paper, the fundamental problem of distribution and proactive caching of computing tasks in fog networks is studied under latency and reliability constraints. In the proposed scenario, computing can be executed either locally at the user device or offloaded to an edge cloudlet. Moreover, cloudlets exploit both their computing and storage capabilities by proactively caching popular task computation results to minimize computing latency. To this end, a clustering method to group spatially proximate user devices with mutual task popularity interests and their serving cloudlets is proposed. Then, cloudlets can proactively cache the popular tasks' computations of their cluster members to minimize computing latency. Additionally, the problem of distributing tasks to cloudlets is formulated as a matching game in which a cost function of computing delay is minimized under latency and reliability constraints. Simulation results show that the proposed scheme guarantees reliable computations with bounded latency and achieves up to 91% decrease in computing latency as compared to baseline schemes.

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ISBN: 978-1-5386-3873-6
ISBN Print: 978-1-5386-3874-3
Pages: 1 - 6
DOI: 10.1109/EuCNC.2017.7980678
OADOI: https://oadoi.org/10.1109/EuCNC.2017.7980678
Host publication: 2017 European Conference on Networks and Communications (EuCNC), 12-15 June 2017, Oulu, Finland : 5G - European Roadmap, Global Impact
Conference: European Conference on Networks and Communications (EuCNC)
Type of Publication: A4 Article in conference proceedings
Field of Science: 213 Electronic, automation and communications engineering, electronics
Subjects:
Funding: This research was supported by the Academy of Finland (CARMA) project, NOKIA donation on fog (FOGGY project), and by the U.S. Office of Naval Research (ONR) under Grant N00014-15-1-2709.
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