In-Network Outlier Detection in Wireless Sensor Networks

Details In-Network Outlier Detection in Wireless Sensor Networks In-Network Outlier Detection in Wireless Sensor Networks

2009-09-03

arxiv.org/abs/0909.0685v1

Computer Science

Databases

Extended version of a paper appearing in the Int'l Conference on Distributed Computing Systems 2006

Scientific paper

To address the problem of unsupervised outlier detection in wireless sensor networks, we develop an approach that (1) is flexible with respect to the outlier definition, (2) computes the result in-network to reduce both bandwidth and energy usage,(3) only uses single hop communication thus permitting very simple node failure detection and message reliability assurance mechanisms (e.g., carrier-sense), and (4) seamlessly accommodates dynamic updates to data. We examine performance using simulation with real sensor data streams. Our results demonstrate that our approach is accurate and imposes a reasonable communication load and level of power consumption.

Affiliated with

Also associated with

No associations

Rating

In-Network Outlier Detection in Wireless Sensor Networks does not yet have a rating. At this time, there are no reviews or comments for this scientific paper.

If you have personal experience with In-Network Outlier Detection in Wireless Sensor Networks, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and In-Network Outlier Detection in Wireless Sensor Networks will most certainly appreciate the feedback.

Rate now

Comments { 0 }

Profile ID: LFWR-SCP-O-664078