Title :
TED: Efficient type-based composite event detection for wireless sensor network
Author :
Lai, Steven ; Cao, Jiannong ; Fan, Xiaopeng
Author_Institution :
Internet & Mobile Comput. Lab., Hong Kong Polytech. Univ., Kowloon, China
Abstract :
Although there are several works on providing event-based services in pervasive environment or WSN, most of them have not considered composite event detection in an energy-efficient fashion. Composite events consist of multiple primitive events with temporal and spatial relations and are much more difficult to manage. Because of the resource constraints in WSN, existing event detection algorithms may not be suitable for WSN when energy efficiency is considered. In this paper, we propose TED (Type-based composite Event Detection), a distributed composite event detection algorithm. The essential idea of TED is type-based event fusion, where some sensor nodes are selected as fusion points. Then lower-level events will be fused on these fusion points for detection of higher-level composite events. Each composite event type is assigned to certain fusion point for detection so that the composite events may be detected in-network instead of at the sink. Event fusion with minimum energy cost is an NP-complete problem. We propose a distributed randomized algorithm to solve the problem. We analyze the energy efficiency of TED to show both its effectiveness and efficiency. By carrying out both simulation and real world experiments on TED, we show that TED can reduce the energy cost by 10-20% in event-based WSN applications compared with naïve event detection mechanism where the event relations are not considered.
Keywords :
sensor fusion; wireless sensor networks; NP-complete problem; TED; WSN; distributed composite event detection algorithm; distributed randomized algorithm; efficient type-based composite event detection; energy-efficient fashion; pervasive environment; type-based event fusion; wireless sensor network; Event detection; Exponential distribution; Routing; Subscriptions; Switches; Vehicles;
Conference_Titel :
Distributed Computing in Sensor Systems and Workshops (DCOSS), 2011 International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4577-0512-0
Electronic_ISBN :
978-1-4577-0511-3
DOI :
10.1109/DCOSS.2011.5982138