Acta Photonica Sinica, Volume. 51, Issue 9, 0906002(2022)

Precision Tracking System Based on Non-dominated Sorting Genetic Algorithm II Intelligent Parameter Search

Xu WANG1,2、*, Liang ZHANG1,2, Chengxiang TU1,3, Tingting WANG1, and Jianyu WANG1,2,3,4
Author Affiliations
  • 1Key Laboratory of Space Active Opto⁃electronics Technology,Shanghai Institute of Technical Physics,Chinese Academy of Sciences,Shanghai 200083,China
  • 2University of Chinese Academy of Sciences,Beijing 100049,China
  • 3School of Information Science and Technology,ShanghaiTech University,Shanghai 201210,China
  • 4Shanghai Quantum Science Research Center,Shanghai 201315,China
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    Figures & Tables(12)
    Schematic of precision tracking system
    NSGA-II algorithm flow
    Open loop bode plot of fine tracking system
    Result of parameter optimization by NSGA-Ⅱ algorithm
    Comparison of error suppression ability of improved control system,traditional and second-order PI systems
    Comparison of error power spectral density between the improved system and the traditional system
    Improved simulation model of precision tracking system
    Schematic of the fine tracking system experiment
    Experiment of an improved precision tracking system
    The measured interference suppression curve of the improved precision tracking system
    • Table 1. Comparison of tracking error frequency distribution between improved precision tracking system and traditional system

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      Table 1. Comparison of tracking error frequency distribution between improved precision tracking system and traditional system

      Frequency /HzFull band0~11~1010~5050~100100~500
      Tracking error of the original system /µrad0.6460.010 60.060 20.117 40.203 30.596 1
      Tracking error of the system designed in this paper /µrad0.5195.47×10-50.002 60.033 70.142 50.490 0
      Accuracy improvement ratio /%19.599.595.771.329.917.8
    • Table 2. Comparison of tracking accuracy and interference suppression performance between the improved system and the traditional one

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      View in Article

      Table 2. Comparison of tracking accuracy and interference suppression performance between the improved system and the traditional one

      Disturbing/HzErrors/pixelAccuracy of traditional systems /pixelInterference suppression performance of traditional systems /dBAccuracy of improved system /pixelInterference suppression performance of improved system/dBPerformance improvement times
      510.510.53-25.990.02-53.5726.5
      1010.511.06-19.910.05-46.3121.2
      2010.512.15-13.760.38-28.775.7
      505.162.71-5.611.58-10.281.7
      1002.532.39-0.501.59-4.031.5
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    Xu WANG, Liang ZHANG, Chengxiang TU, Tingting WANG, Jianyu WANG. Precision Tracking System Based on Non-dominated Sorting Genetic Algorithm II Intelligent Parameter Search[J]. Acta Photonica Sinica, 2022, 51(9): 0906002

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    Paper Information

    Category: Fiber Optics and Optical Communications

    Received: Mar. 14, 2022

    Accepted: Jun. 8, 2022

    Published Online: Oct. 26, 2022

    The Author Email: Xu WANG (wangxu@mail.sitp.ac.cn)

    DOI:10.3788/gzxb20225109.0906002

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