Efficient Sensor Fault Detection Using Combinatorial Group Testing

@article{Lo2013EfficientSF,
  title={Efficient Sensor Fault Detection Using Combinatorial Group Testing},
  author={Chun Lo and Mingyan Liu and Jerome P. Lynch and Anna C. Gilbert},
  journal={2013 IEEE International Conference on Distributed Computing in Sensor Systems},
  year={2013},
  pages={199-206}
}
This paper introduces a novel use of concepts from combinatorial group testing and Kalman filtering in detecting faulty sensors in a network when faults are relatively rare. By assigning sensors to specific groups and performing Kalman filter-based fault detection over these groups, we can obtain a small binary detection outcome, which can be decoded to reveal the fault state of all sensors in the network. Compared to existing methods, our algorithm achieves similar or better detection accuracy… CONTINUE READING
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