Journal of Applied Optics, Volume. 42, Issue 5, 859(2021)

Particle filter algorithm based on whale swarm optimization

Fengbo WU... Yao LIU, Daixian ZHU and Mingbo WANG |Show fewer author(s)
Author Affiliations
  • College of Communication and Information Engineering, Xi'an University of Science and Technology, Xi'an 710600, China
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    Figures & Tables(9)
    Feedation behavior of humpback whale
    Flow chart of algorithm
    Convergence of PF and IWS-PF algorithms
    Particle distribution
    Statistical comparison of state estimation and error(N = 20,Q = 10,R = 1)
    Statistical comparison of state estimation and error(N = 50,Q = 10,R = 1)
    Statistical comparison of state estimation and error(N =100,Q = 10,R = 1)
    • Table 1. Comparison of root mean square error of three algorithms

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      Table 1. Comparison of root mean square error of three algorithms

      粒子数目N/个 PFGFA-PFIWS-PF
      202.026 21.591 11.540 0
      501.881 31.498 31.362 9
      1001.707 51.453 61.342 3
    • Table 2. Comparison of operation time of three algorithms

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      Table 2. Comparison of operation time of three algorithms

      粒子数目N/个 PF运行 时间/s GFA-PF 运行时间/s IWS-PF 运行时间/s
      200.002 90.007 70.009 6
      500.004 60.014 30.016 1
      1000.006 70.021 90.023 6
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    Fengbo WU, Yao LIU, Daixian ZHU, Mingbo WANG. Particle filter algorithm based on whale swarm optimization[J]. Journal of Applied Optics, 2021, 42(5): 859

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    Paper Information

    Category: OE INFORMATION ACQUISITION AND PROCESSING

    Received: Mar. 17, 2021

    Accepted: --

    Published Online: Oct. 26, 2021

    The Author Email:

    DOI:10.5768/JAO202142.0502006

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