LI Wei, LI Yiping, FENG Xisheng. Improved Integrated Probabilistic Data Association Algorithm Based on Amplitude Information[J]. ROBOT, 2015, 37(5): 513-521. DOI: 10.13973/j.cnki.robot.2015.0513
Citation: LI Wei, LI Yiping, FENG Xisheng. Improved Integrated Probabilistic Data Association Algorithm Based on Amplitude Information[J]. ROBOT, 2015, 37(5): 513-521. DOI: 10.13973/j.cnki.robot.2015.0513

Improved Integrated Probabilistic Data Association Algorithm Based on Amplitude Information

  • In order to further improve the estimation performance of the PDA (probabilistic data association) algorithm by using AI (amplitude information), an improved IPDA (integrated PDA) algorithm based on AI is proposed, in which the target existence problem in tracking process is considered.The likelihood ratio of amplitude is introduced to compute the probability of target existence and the association probability, which can improve the tracking performance of IPDA algorithm and the rapidity of judging existence for targets, and reduce probability of tracking loss.Finally, simulation results prove the effectiveness of the proposed algorithm.
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