{"title":"基于截断全最小二乘正则化提高并联机器人运动学标定精度","authors":"Shengqi Jian, Hao Xiong, Xiansheng Yang, Y. Lou","doi":"10.1115/1.4062948","DOIUrl":null,"url":null,"abstract":"\n This paper proposes a novel kinematic calibration method to address the ill-conditioned identification matrix problem and enhance the accuracy of Parallel Manipulators (PMs). The kinematic calibration method applies the Truncated Total Least Squares (T-TLS) regularization method to the inverse kinematic calibration of PMs and doesn't have the unit inconsistency issue and configuration selection issue. The performance of the T-TLS method in the inverse kinematic calibration of PMs that have the ill-conditioned identification matrix problem is compared to that of classical regularization methods, including the Truncated Singular Value Decomposition (TSVD) method and Tikhonov method, in simulations. Then, the kinematic calibration method is applied to a 3- PSS/S spherical PM prototype in the real world. For the 3- PSS/S spherical PM prototype, the kinematic calibration method can reduce the absolute angular errors of the end-effector from over 1.0 deg before calibration to less than 0.1 deg after calibration.","PeriodicalId":49155,"journal":{"name":"Journal of Mechanisms and Robotics-Transactions of the Asme","volume":" ","pages":""},"PeriodicalIF":2.2000,"publicationDate":"2023-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Enhancing Kinematic Calibration Accuracy for Parallel Manipulators Based on Truncated Total Least Square Regularization\",\"authors\":\"Shengqi Jian, Hao Xiong, Xiansheng Yang, Y. Lou\",\"doi\":\"10.1115/1.4062948\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"\\n This paper proposes a novel kinematic calibration method to address the ill-conditioned identification matrix problem and enhance the accuracy of Parallel Manipulators (PMs). The kinematic calibration method applies the Truncated Total Least Squares (T-TLS) regularization method to the inverse kinematic calibration of PMs and doesn't have the unit inconsistency issue and configuration selection issue. The performance of the T-TLS method in the inverse kinematic calibration of PMs that have the ill-conditioned identification matrix problem is compared to that of classical regularization methods, including the Truncated Singular Value Decomposition (TSVD) method and Tikhonov method, in simulations. Then, the kinematic calibration method is applied to a 3- PSS/S spherical PM prototype in the real world. For the 3- PSS/S spherical PM prototype, the kinematic calibration method can reduce the absolute angular errors of the end-effector from over 1.0 deg before calibration to less than 0.1 deg after calibration.\",\"PeriodicalId\":49155,\"journal\":{\"name\":\"Journal of Mechanisms and Robotics-Transactions of the Asme\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":2.2000,\"publicationDate\":\"2023-07-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Mechanisms and Robotics-Transactions of the Asme\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://doi.org/10.1115/1.4062948\",\"RegionNum\":4,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ENGINEERING, MECHANICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Mechanisms and Robotics-Transactions of the Asme","FirstCategoryId":"94","ListUrlMain":"https://doi.org/10.1115/1.4062948","RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, MECHANICAL","Score":null,"Total":0}
Enhancing Kinematic Calibration Accuracy for Parallel Manipulators Based on Truncated Total Least Square Regularization
This paper proposes a novel kinematic calibration method to address the ill-conditioned identification matrix problem and enhance the accuracy of Parallel Manipulators (PMs). The kinematic calibration method applies the Truncated Total Least Squares (T-TLS) regularization method to the inverse kinematic calibration of PMs and doesn't have the unit inconsistency issue and configuration selection issue. The performance of the T-TLS method in the inverse kinematic calibration of PMs that have the ill-conditioned identification matrix problem is compared to that of classical regularization methods, including the Truncated Singular Value Decomposition (TSVD) method and Tikhonov method, in simulations. Then, the kinematic calibration method is applied to a 3- PSS/S spherical PM prototype in the real world. For the 3- PSS/S spherical PM prototype, the kinematic calibration method can reduce the absolute angular errors of the end-effector from over 1.0 deg before calibration to less than 0.1 deg after calibration.
期刊介绍:
Fundamental theory, algorithms, design, manufacture, and experimental validation for mechanisms and robots; Theoretical and applied kinematics; Mechanism synthesis and design; Analysis and design of robot manipulators, hands and legs, soft robotics, compliant mechanisms, origami and folded robots, printed robots, and haptic devices; Novel fabrication; Actuation and control techniques for mechanisms and robotics; Bio-inspired approaches to mechanism and robot design; Mechanics and design of micro- and nano-scale devices.