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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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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1724192679029374976 |