• DocumentCode
    743466
  • Title

    Node Topology Effect on Target Tracking Based on UWSNs Using Quantized Measurements

  • Author

    Zhang, Qiang ; Liu, Meiqin ; Zhang, Senlin

  • Author_Institution
    College of Electrical Engineering, Zhejiang University, Hangzhou, China
  • Volume
    45
  • Issue
    10
  • fYear
    2015
  • Firstpage
    2323
  • Lastpage
    2335
  • Abstract
    On one hand, due to the energy and bandwidth constraint of underwater wireless sensor networks (UWSNs), local data quantization/compression is not only a necessity, but also an integral part of the design of UWSNs; on the other hand, since underwater nodes provide measurements for target tracking based on UWSNs, node topology, which is made up of the underwater nodes, may affect the performance of target tracking. This paper studies the effect of node topology on the target tracking in UWSNs using quantized measurements. Firstly, by using the knowledge of geometry, the effects of four typical topologies on target tracking using quantized measurements are analyzed qualitatively. The four typical topologies include two nodes are close to each other, three nodes are close to each other, three nodes are co-linear, and three nodes form a regular triangle. Secondly, under the condition of quantized measurements, the relationship between the posterior Cramer–Rao lower bound (PCRLB) and node’s position is derived to evaluate the arbitrary topology. Thirdly, our target tracking scheme consisting of the optimal topology selection scheme by minimizing PCRLB, the optimal fusion center selection scheme by minimizing energy consumption, and the multisensor particle filter with quantized measurements is designed. Last, simulation results show the effectiveness of the proposed scheme.
  • Keywords
    Energy measurement; Mathematical model; Noise; Sea measurements; Solids; Target tracking; Topology; Node topology; posterior Cramer--Rao lower bound (PCRLB); posterior Cramer???Rao lower bound (PCRLB); quantized measurements; target tracking; underwater wireless sensor networks (UWSNs);
  • fLanguage
    English
  • Journal_Title
    Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    2168-2267
  • Type

    jour

  • DOI
    10.1109/TCYB.2014.2371232
  • Filename
    6985565