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Sparse Unorganized Point Cloud Based Relative Pose Estimation for Uncooperative Space Target.

Fang Yin1, Wusheng Chou2,3, Yun Wu4

  • 1School of Mechanical Engineering and Automation, Beihang University, Beijing 100191, China. xiaoyin_un@hotmail.com.

Sensors (Basel, Switzerland)
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A new algorithm, Congruent Tetrahedron Align (CTA), autonomously determines spacecraft relative pose using sparse 3D point clouds. This method is crucial for on-orbit servicing and does not need prior pose information.

Keywords:
congruent tetrahedron aligniterative closest pointtwo-level index hash tableuncooperative target

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Area of Science:

  • Robotics and Spacecraft Engineering
  • Computer Vision and Geometric Algorithms

Background:

  • Accurate relative pose determination is critical for autonomous spacecraft operations, especially for servicing uncooperative targets.
  • Existing methods often require prior knowledge or dense point clouds, limiting their applicability.

Purpose of the Study:

  • To develop an autonomous algorithm for determining the relative pose between a chaser spacecraft and an uncooperative target.
  • To enable advanced space applications like on-orbit servicing missions.

Main Methods:

  • The Congruent Tetrahedron Align (CTA) algorithm utilizes sparse, unorganized 3D point clouds from LIDAR sensors.
  • It identifies relative pose by finding congruent tetrahedrons between scanned and model point clouds, enhanced by a two-level index hash table.
  • The Iterative Closest Point (ICP) algorithm is employed for subsequent pose tracking.

Main Results:

  • The CTA algorithm successfully provides initial pose estimation for tracking algorithms, even with arbitrary initial attitudes.
  • The method demonstrates robustness against noise in simulated environments.
  • Field experiments validate the effectiveness of the proposed algorithm.

Conclusions:

  • The CTA algorithm offers an effective solution for autonomous relative pose determination in space applications.
  • It overcomes limitations of prior methods by using sparse data and requiring no initial pose information.
  • The algorithm shows significant promise for enhancing the capabilities of on-orbit servicing missions.