Optics and Precision Engineering, Volume. 32, Issue 7, 1023(2024)

Adaptive visual inertial geomagnetic tightly coupled positioning system

Peng FU1...2, Zhenhua WAN3, Kunfeng WANG1 and Kaichun ZHAO1,* |Show fewer author(s)
Author Affiliations
  • 1Department of Precision Instrument, Tsinghua University, Beijing00084, China
  • 2School of Instrument Science and Optoelectronic Engineering, Beijing Information Science and Technology University, Beijing10019, China
  • 3Faculty of Mechanical Engineering, Guangxi University, Nanning50004, China
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    Figures & Tables(13)
    Magnetometer ellipsoid calibration
    Vector diagram of any location on earth
    Framework of visual/inertial/geomagnetic information tightly coupled positioning system
    Structure of visual/inertial/geomagnetic optimization factor graph
    Vision/inertial/geomagnetic sensor fusion positioning experimental platform
    Measurement of magnetic field change curve in experimental environment
    Operation trajectory and absolute position error (Experiment 1)
    Operation trajectory and absolute position error (Experiment 2)
    Operation trajectory and absolute position error (Experiment 3)
    Comparison of non adaptive fusion schemes
    • Table 1. Sensor and equipment parameters

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      Table 1. Sensor and equipment parameters

      NameModelParameterFrequency/Hz
      Stereo cameraJiERUIWEITONG S2

      resolution: 640×480

      baseline: 6 cm

      20
      GyroscopePA-IMU488b

      bias stability: 2 (°)/h

      random walk: 0.1 (°)/h

      200
      AccelerometerPA-IMU488b

      bias stability: 14 μg

      random walk: 0.04 m/s/h

      200
      MagnetometerPA-IMU488b

      resolution: 12 nT

      noise density: 5 nT

      200
      RTK-GNSSDW1041.5 cm+1×10-610
      LaptopThinkBook 14+i7-12700H——
    • Table 2. RMSE statistics for positioning

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      Table 2. RMSE statistics for positioning

      DataPathVINS-FusionProposed
      StereoStereo+IMUStereo+MagnetometerStereo+IMU+Magnetometer
      1120.60.570.610.470.51
      2379.621.604.0010.673.02
      3553.44.234.413.193.03
    • Table 3. Average optimization time comparison

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      Table 3. Average optimization time comparison

      SequenceVINS-FusionProposed
      StereoStereo+IMUStereo+MagnetometerStereo+IMU+Magnetometer
      data14.96310.0735.01511.195
      data25.4579.4865.4869.613
      data36.98212.5886.99712.840
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    Peng FU, Zhenhua WAN, Kunfeng WANG, Kaichun ZHAO. Adaptive visual inertial geomagnetic tightly coupled positioning system[J]. Optics and Precision Engineering, 2024, 32(7): 1023

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    Paper Information

    Category:

    Received: Nov. 3, 2023

    Accepted: --

    Published Online: May. 28, 2024

    The Author Email: ZHAO Kaichun (kaichunz@tsinghua.edu.cn)

    DOI:10.37188/OPE.20243207.1023

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