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Capacity of Cooperative Fusion in the Presence of Byzantine Sensors
Oliver Kosut, Lang Tong

Citation
Oliver Kosut, Lang Tong. "Capacity of Cooperative Fusion in the Presence of Byzantine Sensors". Proceedings of the 44th Annual Allerton Conference on Communication, Control, and Computation, Cornell University, September, 2006.

Abstract
The problem of cooperative fusion in the presence of both Byzantine sensors and misinformed sensors is considered. An information theoretic formulation is used to characterize the Shannon capacity of sensor fusion. It is shown that when there are fewer Byzantine sensors than honest sensors, the effect of Byzantine attack can be entirely mitigated, and the fusion capacity is identical to that when all sensors are honest. However, when at least as many sensors are Byzantine as are honest, the Byzantine sensors can completely defeat the sensor fusion so that no information can be transmitted reliably. A capacity achieving transmit-then-verify strategy is proposed for the case that fewer sensors are Byzantine than honest, and its error probability and coding rate is analyzed by using a Markov decision process modeling of the transmission protocol.

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Citation formats  
  • HTML
    Oliver Kosut, Lang Tong. <a
    href="http://www.truststc.org/pubs/186.html"
    >Capacity of Cooperative Fusion in the Presence of
    Byzantine Sensors</a>, Proceedings of the 44th Annual
    Allerton Conference on Communication, Control, and
    Computation, Cornell University, September, 2006.
  • Plain text
    Oliver Kosut, Lang Tong. "Capacity of Cooperative
    Fusion in the Presence of Byzantine Sensors".
    Proceedings of the 44th Annual Allerton Conference on
    Communication, Control, and Computation, Cornell University,
    September, 2006.
  • BibTeX
    @inproceedings{KosutTong06_CapacityOfCooperativeFusionInPresenceOfByzantineSensors,
        author = {Oliver Kosut and Lang Tong},
        title = {Capacity of Cooperative Fusion in the Presence of
                  Byzantine Sensors},
        booktitle = {Proceedings of the 44th Annual Allerton Conference
                  on Communication, Control, and Computation},
        organization = {Cornell University},
        month = {September},
        year = {2006},
        abstract = {The problem of cooperative fusion in the presence
                  of both Byzantine sensors and misinformed sensors
                  is considered. An information theoretic
                  formulation is used to characterize the Shannon
                  capacity of sensor fusion. It is shown that when
                  there are fewer Byzantine sensors than honest
                  sensors, the effect of Byzantine attack can be
                  entirely mitigated, and the fusion capacity is
                  identical to that when all sensors are honest.
                  However, when at least as many sensors are
                  Byzantine as are honest, the Byzantine sensors can
                  completely defeat the sensor fusion so that no
                  information can be transmitted reliably. A
                  capacity achieving transmit-then-verify strategy
                  is proposed for the case that fewer sensors are
                  Byzantine than honest, and its error probability
                  and coding rate is analyzed by using a Markov
                  decision process modeling of the transmission
                  protocol.},
        URL = {http://www.truststc.org/pubs/186.html}
    }
    

Posted by Lang Tong on 20 Feb 2007.
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