Consensus-based distributed detection with mitigating outliers for wireless sensor networks
conference contribution
posted on 2012-02-09, 00:00authored byJinho Choi, Hyukjin Lee, Cheng-Chew Lim
In wireless sensor networks, intruders can manipulate some sensors' observations locally, which results in outliers in distributed detection. These outliers can be detected and removed by a fusion centre as all the sensors' observations are available. For wireless sensor networks without a fusion centre, however, the detection performance can be significantly degraded as distributed consensus algorithms are vulnerable to outliers. In this paper, we consider the outlier detection for wireless sensor networks without a fusion centre when a distributed consensus algorithm is employed for distributed detection.