DocumentCode :
549071
Title :
Provenance-driven data dissemination in disruption tolerant networks
Author :
Srivatsa, Mudhakar ; Gao, Wei ; Iyengar, Arun
Author_Institution :
IBM T. J. Watson Res. Center, Hawthorne, NY, USA
fYear :
2011
fDate :
5-8 July 2011
Firstpage :
1
Lastpage :
8
Abstract :
Disruption Tolerant Networks (DTNs) are characterized by low node density, unpredictable node mobility and lack of global network information. Most of the current research efforts in DTNs focus on data forwarding, but only limited work has examined the problem of providing effective access of fused information to mobile users. In this paper, we examine a QoI metric - provenance (“to come from”) - which enables a user to establish trust in an information product that is obtained by fusing raw data from one or more information sources (with varying degrees of trust). In particular, we examine a semi-ring model for provenance that allows us to quantify and compare “provenance levels” and propose a novel approach to support provenance queries in DTNs using a cooperative in-network caching approach. To address the challenges of opportunistic network connectivity in DTNs, our basic idea is to intentionally cache both data and its provenance at a set of Network Central Locations (NCLs), which can be easily accessed by other nodes in the network. We propose an effective scheme which ensures appropriate NCL selection based on a probabilistic selection metric, and furthermore coordinate multiple caching nodes to optimize the tradeoff between quality (provenance level), data accessibility and caching overhead. By extensive trace-driven simulations, we show that our proposed caching scheme significantly improves the performance of data access, in terms of the provenance level and data access delay, compared to existing schemes.
Keywords :
cache storage; cooperative communication; mobile radio; query processing; QoI metric-provenance; caching overhead; cooperative in-network caching; data access delay; data forwarding; disruption tolerant networks; fused information; information product; information sources; low node density; mobile users; multiple caching nodes; network central locations; opportunistic network connectivity; probabilistic selection metric; provenance queries; provenance-driven data dissemination; semiring model; unpredictable node mobility; Ad hoc networks; Delay; Mobile communication; Mobile computing; Peer to peer computing; Probabilistic logic;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4577-0267-9
Type :
conf
Filename :
5977506
Link To Document :
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