TY - GEN
T1 - Social-based cooperative caching in DTNs
T2 - 8th IEEE International Conference on Mobile Ad-hoc and Sensor Systems, MASS 2011
AU - Zhuo, Xuejun
AU - Li, Qinghua
AU - Cao, Guohong
AU - Dai, Yiqi
AU - Szymanski, Boleslaw
AU - La Porta, Tom
PY - 2011
Y1 - 2011
N2 - Data access is an important issue in Delay Tolerant Networks (DTNs), and a common technique to improve the performance of data access is cooperative caching. However, due to the unpredictable node mobility in DTNs, traditional caching schemes cannot be directly applied. In this paper, we propose DAC, a novel caching protocol adaptive to the challenging environment of DTNs. Specifically, we exploit the social community structure to combat the unstable network topology in DTNs. We propose a new centrality metric to evaluate the caching capability of each node within a community, and solutions based on this metric are proposed to determine where to cache. More importantly, we consider the impact of the contact duration limitation on cooperative caching, which has been ignored by the existing works. We prove that the marginal caching benefit that a node can provide diminishes when more data is cached. We derive an adaptive caching bound for each mobile node according to its specific contact patterns with others, to limit the amount of data it caches. In this way, both the storage space and the contact opportunities are better utilized. To mitigate the coupon collector's problem, network coding techniques are used to further improve the caching efficiency. Extensive trace-driven simulations show that our cooperative caching protocol can significantly improve the performance of data access in DTNs.
AB - Data access is an important issue in Delay Tolerant Networks (DTNs), and a common technique to improve the performance of data access is cooperative caching. However, due to the unpredictable node mobility in DTNs, traditional caching schemes cannot be directly applied. In this paper, we propose DAC, a novel caching protocol adaptive to the challenging environment of DTNs. Specifically, we exploit the social community structure to combat the unstable network topology in DTNs. We propose a new centrality metric to evaluate the caching capability of each node within a community, and solutions based on this metric are proposed to determine where to cache. More importantly, we consider the impact of the contact duration limitation on cooperative caching, which has been ignored by the existing works. We prove that the marginal caching benefit that a node can provide diminishes when more data is cached. We derive an adaptive caching bound for each mobile node according to its specific contact patterns with others, to limit the amount of data it caches. In this way, both the storage space and the contact opportunities are better utilized. To mitigate the coupon collector's problem, network coding techniques are used to further improve the caching efficiency. Extensive trace-driven simulations show that our cooperative caching protocol can significantly improve the performance of data access in DTNs.
UR - http://www.scopus.com/inward/record.url?scp=83355172444&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=83355172444&partnerID=8YFLogxK
U2 - 10.1109/MASS.2011.22
DO - 10.1109/MASS.2011.22
M3 - Conference contribution
AN - SCOPUS:83355172444
SN - 9780769544694
T3 - Proceedings - 8th IEEE International Conference on Mobile Ad-hoc and Sensor Systems, MASS 2011
SP - 92
EP - 101
BT - Proceedings - 8th IEEE International Conference on Mobile Ad-hoc and Sensor Systems, MASS 2011
Y2 - 17 October 2011 through 22 October 2011
ER -