DocumentCode
625334
Title
Distributive Model-Based Sensor Fault Diagnosis in Wireless Sensor Networks
Author
Chun Lo ; Mingyan Liu ; Lynch, Jerome P.
Author_Institution
Electr. Eng. & Comput. Sci., Univ. of Michigan, Ann Arbor, MI, USA
fYear
2013
fDate
20-23 May 2013
Firstpage
313
Lastpage
314
Abstract
This poster presents a distributed model-based fault detection algorithm which is based on local pair-wise verification. We first show that there exists a linear relationship between the outputs of any pair of sensors. Therefore, a network can be partitioned into sensor pairs, and the relationship between a pair of sensors can be modeled by a linear model. In addition to detecting general faults happened within a sensor pair, we developed an algorithm for identifying non-linearity type of fault without the use of reference sensors. Preliminary performance analysis shows that this scalable algorithm achieves high diagnosis accuracy. Communication power is also greatly reduced by the distributed nature of the algorithm.
Keywords
fault diagnosis; wireless sensor networks; distributive model-based sensor fault diagnosis; linear model; local pair-wise verification; reference sensors; sensor pairs; wireless sensor networks; Accuracy; Algorithm design and analysis; Computational modeling; Fault diagnosis; Mathematical model; Measurement uncertainty; Wireless sensor networks;
fLanguage
English
Publisher
ieee
Conference_Titel
Distributed Computing in Sensor Systems (DCOSS), 2013 IEEE International Conference on
Conference_Location
Cambridge, MA
Print_ISBN
978-1-4799-0206-4
Type
conf
DOI
10.1109/DCOSS.2013.58
Filename
6569446
Link To Document