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Monocular Pose Estimation of an Uncooperative Spacecraft Using Convexity Defect Features.
Haeyoon Han1, Hanik Kim1, Hyochoong Bang1
1Department of Aerospace Engineering, Korea Advanced Institute of Science and Technology, 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Korea.
This study introduces a new algorithm for estimating the pose of uncooperative spacecraft using monocular vision. It enables accurate relative navigation for on-orbit servicing by matching image features to a known model.
Area of Science:
- Robotics
- Computer Vision
- Aerospace Engineering
Background:
- Spacecraft relative pose estimation is crucial for autonomous proximity operations.
- Uncooperative targets lack sensors or markers, complicating pose estimation.
- Initial pose estimates are often unavailable, posing a significant challenge.
Purpose of the Study:
- To develop a novel monocular pose estimation algorithm for uncooperative spacecraft.
- To address challenges in pose initialization for known, uncooperative targets.
- To enable accurate relative navigation for applications like on-orbit servicing.
Main Methods:
- Utilizes convexity defect features from target images for feature matching.
- Matches image features to points on a known target spacecraft model.
- Estimates pose by solving the Perspective-n-Point (PnP) problem.
Main Results:
- Simulations demonstrate accurate pose estimation across varying relative attitudes and distances.
- Algorithm performance is validated with changes in solar panel dimensions.
- Robust feature detection is confirmed as critical for accurate pose estimation.
Conclusions:
- The proposed algorithm effectively addresses pose initialization for uncooperative spacecraft.
- It provides a viable solution for relative navigation in proximity operations.
- This method supports critical applications such as on-orbit servicing.
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