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The quaternion-based spatial-coordinate and orientation-frame alignment problems
1Luddy School of Informatics, Computing, and Engineering, Indiana University, Bloomington, Indiana, USA.
This study reviews quaternion eigensystem methods for solving the orthogonal Procrustes problem in 3D spatial alignment. It highlights exact algebraic solutions and extends quaternion methods to orientation-frame alignment problems.
Area of Science:
- Mathematics
- Computer Science
- Robotics
- Geophysics
Background:
- The orthogonal Procrustes problem seeks optimal global rotation for aligning spatial coordinate sets.
- Minimizing root-mean-square deviation (RMSD) is a common approach for 3D point data alignment.
- Quaternion eigensystem methods have been independently discovered and applied for decades.
Purpose of the Study:
- To review and consolidate quaternion eigensystem methods for spatial and orientation data alignment.
- To explore exact algebraic solutions for the 3D orthogonal Procrustes problem.
- To extend quaternion methods to 3D orientation-frame alignment and rotation averaging.
Main Methods:
- Focus on quaternion eigensystem methods for solving the orthogonal Procrustes problem.
- Utilize exact algebraic solutions derived from Cardano's quartic equation solution.
- Investigate extensions of quaternion methods for 3D quaternion orientation-frame alignment (QFA).
Main Results:
- Quaternion eigensystem methods provide exact algebraic solutions for 3D spatial alignment.
- The 3D QFA problem is equivalent to the rotation-averaging problem.
- Novel extensions of quaternion methods to 4D alignment problems are presented.
Conclusions:
- Quaternion methods offer a unified approach to 3D spatial and orientation data alignment.
- Exact algebraic solutions reveal the underlying structure of the eigensystem.
- The study provides a comprehensive review and extensions for quaternion-based alignment problems.
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