Title :
Comet: Decentralized Complex Event Detection in Mobile Delay Tolerant Networks
Author :
Chen, Jianxia ; Ramaswamy, Lakshmish ; Lowenthal, David K. ; Kalyanaraman, Shivkumar
Author_Institution :
Dept. of Comput. Sci., Univ. of Georgia, Athens, GA, USA
Abstract :
Increased commodity use of mobile devices has the potential to enable mission-critical monitoring applications. However, these mobile-enabled monitoring applications have to often work in environments where a delay-tolerant network (DTN) is the only feasible communication paradigm. Detection of complex (composite) events is fundamental to monitoring applications. However, the existing plan-based CED techniques are mostly centralized, and hence are inherently unscalable for DTNs. In this paper, we create Comet â" a decentralized plan-based, efficient and scalable CED for DTNs. Comet shares the task of detecting complex events (CEs) among multiple nodes, with each node detecting a part of the CE by aggregating two or more primitive events or sub-CEs. Comet uses a unique h-function to construct cost and delay efficient CED trees. As finding an optimal CED plan requires exponential-time, Comet finds near-optimal detection plans for individual CEs through a novel multi-level push-pull conversion algorithm. Performance results show that Comet reduces cost by up to 89% compared to pushing all primitive events and over 60% compared to a two-level exhaustive search algorithm.
Keywords :
delay tolerant networks; mobile handsets; radiotelemetry; search problems; trees (mathematics); CED trees; Comet; DTN; complex event detection; decentralized complex event detection; delay-tolerant network; h-function; mission-critical monitoring applications; mobile delay tolerant networks; mobile devices; mobile-enabled monitoring applications; multilevel push-pull conversion algorithm; near-optimal detection plans; optimal CED plan; plan-based CED techniques; two-level exhaustive search algorithm; Bandwidth; Delay; Heuristic algorithms; Junctions; Mobile communication; Monitoring; Topology; CED Trees; Event composition; Multi-level pushpull conversion;
Conference_Titel :
Mobile Data Management (MDM), 2012 IEEE 13th International Conference on
Conference_Location :
Bengaluru, Karnataka
Print_ISBN :
978-1-4673-1796-2
Electronic_ISBN :
978-0-7695-4713-8
DOI :
10.1109/MDM.2012.18