A simultaneous calibration method of robot kinematic parameters and hand-eye parameters for orthopedic surgical robot systems.

IF 1.7 4区 医学 Q3 ENGINEERING, BIOMEDICAL
Haiping Liang, Yaoan Lu, Chengyong Wang
{"title":"A simultaneous calibration method of robot kinematic parameters and hand-eye parameters for orthopedic surgical robot systems.","authors":"Haiping Liang, Yaoan Lu, Chengyong Wang","doi":"10.1177/09544119251342396","DOIUrl":null,"url":null,"abstract":"<p><p>Orthopedic surgical robot systems increasingly demand high-precision positioning and orientation. Low accuracy of positioning and orientation is a potential hazard during a surgery and also affects the surgical quality. The transformation relationship between the robot base coordinate system and the optical tracking system, which is called hand-eye calibration, is supposed to be calibrated accurately preoperatively. The hand-eye parameters identification is inevitably affected by the errors of robot kinematic parameters. Errors in robot kinematic parameters and hand-eye parameters significantly influence the accuracy of an orthopedic surgical robot system. To enhance the calibration accuracy, a simultaneous precise calibration method of the robot's kinematic parameters and hand-eye parameters for orthopedic surgical robot systems is proposed, eliminating the error accumulation caused by a step-by-step calibration procedure of hand-eye parameters and kinematic parameters. The objective function of the proposed simultaneous calibration method is defined as the weighted sum of the averages and variances of the positioning and orientation errors of the robot's end-effector, ensuring the difference between the errors of the robot poses after parameters calibration in its work space is small, and it is solved by using the Differential Evolution algorithm, avoiding complex gradient calculations. The proposed calibration method is verified by experiments, and a robot-assisted osteotomy experiment is also conducted to demonstrate the accuracy and effectiveness of the proposed calibration method.</p>","PeriodicalId":20666,"journal":{"name":"Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine","volume":" ","pages":"9544119251342396"},"PeriodicalIF":1.7000,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1177/09544119251342396","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, BIOMEDICAL","Score":null,"Total":0}
引用次数: 0

Abstract

Orthopedic surgical robot systems increasingly demand high-precision positioning and orientation. Low accuracy of positioning and orientation is a potential hazard during a surgery and also affects the surgical quality. The transformation relationship between the robot base coordinate system and the optical tracking system, which is called hand-eye calibration, is supposed to be calibrated accurately preoperatively. The hand-eye parameters identification is inevitably affected by the errors of robot kinematic parameters. Errors in robot kinematic parameters and hand-eye parameters significantly influence the accuracy of an orthopedic surgical robot system. To enhance the calibration accuracy, a simultaneous precise calibration method of the robot's kinematic parameters and hand-eye parameters for orthopedic surgical robot systems is proposed, eliminating the error accumulation caused by a step-by-step calibration procedure of hand-eye parameters and kinematic parameters. The objective function of the proposed simultaneous calibration method is defined as the weighted sum of the averages and variances of the positioning and orientation errors of the robot's end-effector, ensuring the difference between the errors of the robot poses after parameters calibration in its work space is small, and it is solved by using the Differential Evolution algorithm, avoiding complex gradient calculations. The proposed calibration method is verified by experiments, and a robot-assisted osteotomy experiment is also conducted to demonstrate the accuracy and effectiveness of the proposed calibration method.

骨科手术机器人系统运动学参数和手眼参数的同步标定方法。
骨科手术机器人系统对高精度定位和定向的要求越来越高。定位定位精度低是手术过程中的潜在危险,也会影响手术质量。机器人基座坐标系与光学跟踪系统之间的转换关系,即手眼标定,需要在术前精确标定。手眼参数辨识不可避免地受到机器人运动学参数误差的影响。机器人运动学参数和手眼参数的误差严重影响骨科手术机器人系统的精度。为了提高标定精度,提出了一种针对骨科手术机器人系统的机器人运动学参数和手眼参数同步精确标定方法,消除了手眼参数和运动学参数分步标定过程中产生的误差积累。所提出的同步标定方法的目标函数定义为机器人末端执行器的定位和姿态误差的平均值和方差的加权和,保证了参数标定后机器人姿态误差在其工作空间内的差值较小,并采用微分进化算法求解,避免了复杂的梯度计算。通过实验验证了所提出的标定方法,并进行了机器人辅助截骨实验,验证了所提出的标定方法的准确性和有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
3.60
自引率
5.60%
发文量
122
审稿时长
6 months
期刊介绍: The Journal of Engineering in Medicine is an interdisciplinary journal encompassing all aspects of engineering in medicine. The Journal is a vital tool for maintaining an understanding of the newest techniques and research in medical engineering.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信