Title :
Consensus-based distributed detection with mitigating outliers for wireless sensor networks
Author :
Choi, Jinho ; Lee, Hyukjin ; Lim, Cheng-Chew
Author_Institution :
Coll. of Eng., Swansea Univ., Swansea, UK
Abstract :
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.
Keywords :
sensor fusion; wireless sensor networks; consensus-based distributed detection; distributed consensus algorithms; fusion centre; outlier detection; wireless sensor networks;
Conference_Titel :
Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP), 2011 Seventh International Conference on
Conference_Location :
Adelaide, SA
Print_ISBN :
978-1-4577-0675-2
DOI :
10.1109/ISSNIP.2011.6146573