Paper published in a book (Scientific congresses, symposiums and conference proceedings)
The Impact of Human Mobility on Edge Data Center Deployment in Urban Environments
Vitello, Piergiorgio; Capponi, Andrea; Fiandrino, Claudio et al.
2019In IEEE Global Communications Conference (GLOBECOM), Waikoloa, HI, USA, 2019
Peer reviewed
 

Files


Full Text
human-mobility-mec.pdf
Author preprint (3.08 MB)
Download

All documents in ORBilu are protected by a user license.

Send to



Details



Keywords :
edge computing; data center deployment; human mobility
Abstract :
[en] Multi-access Edge Computing (MEC) brings storage and computational capabilities at the edge of the network into so-called Edge Data Centers (EDCs) to better low-latency applications. To this end, effective placement of EDCs in urban environments is key for proper load balance and to minimize outages. In this paper, we specifically tackle this problem. To fully understand how the computational demand of EDCs varies, it is fundamental to analyze the complex dynamics of cities. Our work takes into account the mobility of citizens and their spatial patterns to estimate the optimal placement of MEC EDCs in urban environments in order to minimize outages. To this end, we propose and compare two heuristics. In particular, we present the mobility-aware deployment algorithm (MDA) that outperforms approaches that do not consider citizens mobility. Simulations are conducted in Luxembourg City by extending the CrowdSenSim simulator and show that efficient EDCs placement significantly reduces outages.
Disciplines :
Computer science
Author, co-author :
Vitello, Piergiorgio ;  University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Engineering Research Unit
Capponi, Andrea ;  University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Computer Science and Communications Research Unit (CSC)
Fiandrino, Claudio ;  IMDEA Networks Institute
Cantelmo, Guido ;  Technical University of Munich (TUM)
Kliazovich, Dzmitry ;  ExaMotive
External co-authors :
yes
Language :
English
Title :
The Impact of Human Mobility on Edge Data Center Deployment in Urban Environments
Publication date :
December 2019
Event name :
IEEE Global Communications Conference (GLOBECOM)
Event place :
Waikoloa, HI, United States
Event date :
December 2019
Audience :
International
Main work title :
IEEE Global Communications Conference (GLOBECOM), Waikoloa, HI, USA, 2019
Peer reviewed :
Peer reviewed
FnR Project :
FNR12252781 - Data-driven Computational Modelling And Applications, 2017 (01/09/2018-28/02/2025) - Andreas Zilian
Available on ORBilu :
since 21 September 2019

Statistics


Number of views
149 (18 by Unilu)
Number of downloads
182 (4 by Unilu)

Bibliography


Similar publications



Contact ORBilu