The recent boost up of mobile data consumption is straining cellular networks in metropolitan areas and is the main reason for the ending of unlimited data plans by many providers. To address this problem, we propose the use of series opportunistic delegation as a data traffic offload solution by investigating two main questions: (i) "Can we characterize a given social mobile scenario by observing only a small portion of it?". (ii) "How to exploit this characterization so to design solutions that alleviate overloaded cellular networks?". In our solution we build a social-graph of the given scenario by observing it for a period as short as 1-week, and then leverage a few, socially important users in the social-graph-the VIPs-to offload the network. The proposed VIP selection strategies are based on social network properties and are compared to the optimal (offline) solution. Through extensive evaluations with real and synthetic traces we show the effectiveness of VIP delegation both in terms of coverage and required number of VIPs - down to 7% in average of VIPs are needed in campus-like scenarios to offload about 90% of the traffic.

Data offloading in social mobile networks through VIP delegation / Marco Valerio, Barbera; A. C., Viana; M., Dias De Amorim; Stefa, Julinda. - In: AD HOC NETWORKS. - ISSN 1570-8705. - STAMPA. - 19:(2014), pp. 92-110. [10.1016/j.adhoc.2014.01.012]

Data offloading in social mobile networks through VIP delegation

STEFA, JULINDA
2014

Abstract

The recent boost up of mobile data consumption is straining cellular networks in metropolitan areas and is the main reason for the ending of unlimited data plans by many providers. To address this problem, we propose the use of series opportunistic delegation as a data traffic offload solution by investigating two main questions: (i) "Can we characterize a given social mobile scenario by observing only a small portion of it?". (ii) "How to exploit this characterization so to design solutions that alleviate overloaded cellular networks?". In our solution we build a social-graph of the given scenario by observing it for a period as short as 1-week, and then leverage a few, socially important users in the social-graph-the VIPs-to offload the network. The proposed VIP selection strategies are based on social network properties and are compared to the optimal (offline) solution. Through extensive evaluations with real and synthetic traces we show the effectiveness of VIP delegation both in terms of coverage and required number of VIPs - down to 7% in average of VIPs are needed in campus-like scenarios to offload about 90% of the traffic.
2014
centrality-based metrics, coverage strategy, delay tolerant networks
01 Pubblicazione su rivista::01a Articolo in rivista
Data offloading in social mobile networks through VIP delegation / Marco Valerio, Barbera; A. C., Viana; M., Dias De Amorim; Stefa, Julinda. - In: AD HOC NETWORKS. - ISSN 1570-8705. - STAMPA. - 19:(2014), pp. 92-110. [10.1016/j.adhoc.2014.01.012]
File allegati a questo prodotto
Non ci sono file associati a questo prodotto.

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/561078
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 41
  • ???jsp.display-item.citation.isi??? 32
social impact