Singularity Analysis for the Existing Closed-Form Solutions of the Hand-Eye Calibration

In this paper, a class of singular phenomenon is first found for the existing closed-form solutions of the hand-eye calibration problem with the form AiX = XBi when the angles corresponding to rotational parts of Ai and Bi are near or equal to π radian. A universal observability index is...

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Main Authors: Huajian Song, Zhijiang Du, Weidong Wang, Lining Sun
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8540357/
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spelling doaj-a44aec8cafe044ab97b68c209f7b297a2021-03-29T21:35:02ZengIEEEIEEE Access2169-35362018-01-016754077542110.1109/ACCESS.2018.28821838540357Singularity Analysis for the Existing Closed-Form Solutions of the Hand-Eye CalibrationHuajian Song0https://orcid.org/0000-0003-4720-4695Zhijiang Du1Weidong Wang2https://orcid.org/0000-0002-1236-8350Lining Sun3State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, ChinaState Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, ChinaState Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, ChinaState Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, ChinaIn this paper, a class of singular phenomenon is first found for the existing closed-form solutions of the hand-eye calibration problem with the form AiX = XBi when the angles corresponding to rotational parts of Ai and Bi are near or equal to π radian. A universal observability index is put forward to detect when this singularity would undoubtedly occur. For avoiding this singularity, a novel analytical solution based on a new cost function is proposed to estimate the hand-eye matrix in the presence of measurement errors. Simulation and experimental results can illustrate the feasibility and benefits of the proposed observability index and the singular-free closed-form solution. In addition, the other kind of singular phenomenon is also discovered for the existing closed-form solution, where the orientation of the unknown hand-eye matrix is parameterized by modified Rodrigues parameters. Therefore, in order to obtain the non-singular analytical solution based on modified Rodrigues parameters, a novel additional rotation theory is introduced and verified by the hand-eye calibration of a novel surgical robot.https://ieeexplore.ieee.org/document/8540357/Hand-eye calibrationsingularity analysisobservability indexadditional rotation theorysurgical robotclosed-form solution
collection DOAJ
language English
format Article
sources DOAJ
author Huajian Song
Zhijiang Du
Weidong Wang
Lining Sun
spellingShingle Huajian Song
Zhijiang Du
Weidong Wang
Lining Sun
Singularity Analysis for the Existing Closed-Form Solutions of the Hand-Eye Calibration
IEEE Access
Hand-eye calibration
singularity analysis
observability index
additional rotation theory
surgical robot
closed-form solution
author_facet Huajian Song
Zhijiang Du
Weidong Wang
Lining Sun
author_sort Huajian Song
title Singularity Analysis for the Existing Closed-Form Solutions of the Hand-Eye Calibration
title_short Singularity Analysis for the Existing Closed-Form Solutions of the Hand-Eye Calibration
title_full Singularity Analysis for the Existing Closed-Form Solutions of the Hand-Eye Calibration
title_fullStr Singularity Analysis for the Existing Closed-Form Solutions of the Hand-Eye Calibration
title_full_unstemmed Singularity Analysis for the Existing Closed-Form Solutions of the Hand-Eye Calibration
title_sort singularity analysis for the existing closed-form solutions of the hand-eye calibration
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2018-01-01
description In this paper, a class of singular phenomenon is first found for the existing closed-form solutions of the hand-eye calibration problem with the form AiX = XBi when the angles corresponding to rotational parts of Ai and Bi are near or equal to π radian. A universal observability index is put forward to detect when this singularity would undoubtedly occur. For avoiding this singularity, a novel analytical solution based on a new cost function is proposed to estimate the hand-eye matrix in the presence of measurement errors. Simulation and experimental results can illustrate the feasibility and benefits of the proposed observability index and the singular-free closed-form solution. In addition, the other kind of singular phenomenon is also discovered for the existing closed-form solution, where the orientation of the unknown hand-eye matrix is parameterized by modified Rodrigues parameters. Therefore, in order to obtain the non-singular analytical solution based on modified Rodrigues parameters, a novel additional rotation theory is introduced and verified by the hand-eye calibration of a novel surgical robot.
topic Hand-eye calibration
singularity analysis
observability index
additional rotation theory
surgical robot
closed-form solution
url https://ieeexplore.ieee.org/document/8540357/
work_keys_str_mv AT huajiansong singularityanalysisfortheexistingclosedformsolutionsofthehandeyecalibration
AT zhijiangdu singularityanalysisfortheexistingclosedformsolutionsofthehandeyecalibration
AT weidongwang singularityanalysisfortheexistingclosedformsolutionsofthehandeyecalibration
AT liningsun singularityanalysisfortheexistingclosedformsolutionsofthehandeyecalibration
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