• DocumentCode
    714436
  • Title

    Stochastic dynamic programming based resource allocation for multi target tracking for electronically steered antenna radar

  • Author

    Uzun, Caglar ; Demirekler, Mubeccel

  • Author_Institution
    Gudum ve Elektro-Opt. Sis. Grubu, ASELSAN, Ankara, Turkey
  • fYear
    2015
  • fDate
    16-19 May 2015
  • Firstpage
    867
  • Lastpage
    870
  • Abstract
    In this work, the concept of sensor management is introduced and stochastic dynamic programming based resource allocation approach is proposed to track multi target. The core of this approach is to use Lagrange relaxation for decreasing the state space dimension. By this approximation, the overall problem is separated into components instead of using joint Markov model to optimize large scale stochastic control problem. The aim of this study is to adaptively allocate radar resources in an optimal way in order to maintain track qualities for multi-target case. Time scale is divided into two levels that are called as micro management and macro management. During this work, we deal with macro management part that aims to construct a policy which is optimal for a given objective function under the resource constraints. In this work, some rule based techniques are added into simulation. The performance of algorithm is analyzed on the average number of update decision and average number of target drops in time horizon.
  • Keywords
    dynamic programming; radar antennas; radar tracking; resource allocation; sensor placement; stochastic programming; target tracking; Lagrange relaxation; electronically steered antenna radar; large scale stochastic control problem optimization; macromanagement; micromanagement; multitarget tracking; resource allocation; sensor management; stochastic dynamic programming; Airborne radar; Kalman filters; Markov processes; Radar antennas; Radar tracking; Resource management; Dynamic Programming; Lagrange Relaxation; Markov Decision Process; Resource Allocation For Electronically Steered Antenna Radar; Sensor Management; Sensor Scheduling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Communications Applications Conference (SIU), 2015 23th
  • Conference_Location
    Malatya
  • Type

    conf

  • DOI
    10.1109/SIU.2015.7129967
  • Filename
    7129967