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      Improved Active Sensing Performance in Wireless Sensor Networks via Channel State Information - Extended Version

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          Abstract

          Active sensing refers to the process of choosing or tuning a set of sensors in order to track an underlying system in an efficient and accurate way. In a wireless environment, among the several kinds of features extracted by traditional sensors, the communication channel can be used to further boost the tracking performance and save energy. A joint tracking problem which considers traditional measurements and channel together for tracking purposes is set up and solved. The system is modeled as a partially observable Markov decision problem and the properties of the cost-to-go function are used to reduce the problem complexity. Numerical results show the advantages of our proposal.

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          Author and article information

          Journal
          2016-01-22
          2016-02-02
          Article
          1601.06208

          http://arxiv.org/licenses/nonexclusive-distrib/1.0/

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          Partially submitted to 2016 IEEE International Symposium on Information Theory (ISIT)
          cs.IT math.IT

          Numerical methods, Information systems & theory

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