一种解耦式主动脚轮全向移动机器人的标定方法
PDF下载 (224)邵兵兵,叶国云,郑天江,李 齐,许佳杰,孙晨阳.一种解耦式主动脚轮全向移动机器人的标定方法[J].宁波大学学报(理工版),2023,36(3):22-28.DOI:
SHAO Bingbing,YE Guoyun,ZHENG Tianjiang,LI Qi,XU Jiajie,SUN Chenyang.A calibration method for omnidirectional mobile robot based on decoupled powered caster wheels[J].Journal of Ningbo University(Natural Science & Engineering Edition),2023,36(3):22-28.DOI:
| Title: | A calibration method for omnidirectional mobile robot based on decoupled powered caster wheels |
| 作者: | 邵兵兵, 叶国云, 郑天江, 李 齐, 许佳杰, 孙晨阳 |
| Author(s): | SHAO Bingbing, YE Guoyun, ZHENG Tianjiang, LI Qi, XU Jiajie, SUN Chenyang |
| 关键词: | 解耦式主动脚轮; 运动学标定; 分步标定; 运动控制; 里程计 |
| Keywords: | decoupled powered caster; kinematic calibration; step-by-step calibration; motion control; odometry |
| 分类号: | TP242.2 |
| 文献标识码: | A |
| 摘要: | 由于机器人的加工制造和装配等因素引起的几何参数误差影响了运动学模型的准确性, 因此会同时降低运动控制和里程计精度. 为提升全向移动机器人的运动精度, 提出了一种针对基于解耦式主动脚轮的全向移动机器人的分步标定方法, 该方法通过限制关节空间运动输入来简化运动学矩阵, 并利用最小二乘法获得运动学参数的实际值, 从而提升运动学模型的精度. 搭建了基于解耦式主动脚轮的全向移动机器人实验平台, 并通过仿真和实验对标定算法进行验证, 实验结果显示在平面内三个自由度上速度控制精度和里程计精度均得到了显著提升, 证明了标定算法的有效性. |
| Abstract: | The accuracy of the kinematic model is affected by the error of geometric parameters caused by the machining and assembly of the robot, causing decline of the accuracy of the motion control and the odometry. In order to improve the motion accuracy of the omnidirectional mobile robot (OMR), a step-by-step calibration method is proposed for an omnidirectional mobile robot based on decoupled powered caster wheels (DPCW). This method simplifies the kinematic matrix by limiting the input of motion in joint space. Then the least squares method is used to obtain actual values of kinematic parameters. As a result, the precision of the kinematic model is improved. The experimental platform for the OMR based on DPCW is built, and the calibration algorithm is verified by simulation and experiment. The results show that the accuracies of both velocity control and odometry are significantly improved in three degrees of freedom in the plane, which proves the effectiveness of the calibration algorithm. |
| 参考文献 /References: | [1] Yin J, Yang G, Zhao F, et al. Motion planning implemented in ROS for omni-directional wheeled mobile robot[C]//2015 IEEE International Conference on Information and Automation, Lijiang, 2015:2695-2700. [2] Wang J, Chen J. An adaptive sliding mode controller for four-wheeled omnidirectional mobile robot with input constraints[C]//2019 Chinese Control and Decision Conference (CCDC), Nanchang, 2019:5591-5596. [3] 曲乃恒, 杨桂林, 郑天江. 基于解耦式主动万向脚轮的全向移动机器人设计[J]. 中国机械工程, 2015, 26(19): 2601-2605. [4] Yang G L, Li Y P, Lim T M, et al. Decoupled powered caster wheel for omnidirectional mobile platforms[C]// 2014 9th IEEE Conference on Industrial Electronics and Applications, Hangzhou, 2014:954-959. [5] Kim D Y, Kim J H, Kim D. Development of an omni-directional mobile base utilizing spherical robots as wheels[C]//2017 14th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI), Jeju, Korea, 2017:370-371. [6] 李阳, 刘子明, 陈庆盈. 考虑打滑干扰的解耦式主动脚轮全向移动机器人跟踪控制[J]. 中国机械工程, 2020, 31(18):2247-2253. [7] Xu H, Collins J J. Estimating the odometry error of a mobile robot by neural networks[C]//2009 International Conference on Machine Learning and Applications, Miami, USA, 2009:378-385. [8] Tu Y, Min H. Calibration method of mecanum wheeled mobile robot odometer[C]//2019 Chinese Automation Congress (CAC), Hangzhou, 2019:3014-3019. [9] Seong J, Jung D, Chung W. Odometry calibration for car-like mobile robots[C]//2017 14th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI), Jeju, Korea, 2017:889-890. [10] Fazekas M, Gáspár P, Németh B. Improving the wheel odometry calibration of self-driving vehicles via detection of faulty segments[C]//2021 IEEE 17th International Conference on Automation Science and Engineering (CASE), Lyon, France, 2021:144-150. [11] 王卫华, 熊有伦, 孙容磊. 测程法系统误差的测量与校核[J]. 机器人, 2004, 26(5):454-460. [12] 张胜宾, 赵祚喜. 基于UMBmark算法的移动机器人定位试验研究[J]. 现代电子技术, 2018, 41(3):80-83; 87. [13] Borenstein J, Feng L. Measurement and correction of systematic odometry errors in mobile robots[C]//IEEE Transactions on Robotics and Automation, IEEE, 1996: 869-880. [14] Lee K, Chung W. Calibration of kinematic parameters of a car-like mobile robot to improve odometry accuracy [C]//2008 IEEE International Conference on Robotics and Automation, Pasadena, USA, 2008:2546-2551. [15] Jung C, Chung W. Accurate calibration of two wheel differential mobile robots by using experimental heading errors[C]//2012 IEEE International Conference on Robotics and Automation, Saint Paul, USA, 2012:4533- 4538. [16] 贝旭颖, 平雪良, 高文研. 轮式移动机器人里程计系统误差校核[J]. 计算机应用研究, 2018, 35(9):2696-2699; 2703. [17] 达兴鹏, 曹其新, 王雯珊. 移动机器人里程计系统误差及激光雷达安装误差在线标定[J]. 机器人, 2017, 39(2): 205-213. [18] 卢纪凤, 罗磊, 时轮. 基于UMBmark和EKF的差速移动机器人传感器系统误差标定方法[J]. 机械设计与研究, 2020, 36(4):149-153; 165. [19] 王健. 主动脚轮式全向移动机器人的动力学解耦分析[J]. 机电信息, 2017(21):120-121. [20] Afaghani A Y, Yuta S, Lee J H. Jacobian-matrix-based motion control of an omni-directional mobile robot with three active casters[C]//2011 IEEE/SICE International Symposium on System Integration (SII), Kyoto, Japans, 2011:627-633. [21] Jia W, Yang G, Gu L, et al. Dynamics modelling of a mobile manipulator with powered castor wheels[C]//2017 IEEE International Conference on Cybernetics and Intelligent Systems (CIS) and IEEE Conference on Robotics, Automation and Mechatronics (RAM), Ningbo, 2017:730-735. [22] Zheng T, Zhang J, Wang W, et al. Design and control of two degree of freedom powered caster wheels based omni-directional robot[M]//Recent Advances in Intelligent Manufacturing, Singapore: Springer, 2018:568-580. [23] Oetomo D, Li Y P, Ang M H. Omnidirectional mobile robots with powered caster wheels: design guidelines from kinematic isotropy analysis[C]//2005 IEEE/RSJ International Conference on Intelligent Robots and Systems, Edmonton, Canada, 2005:3034-3039. [24] Lin P, Liu D, Yang D, et al. Calibration for odometry of omnidirectional mobile robots based on kinematic correction[C]//2019 14th International Conference on Computer Science & Education (ICCSE), Toronto, Canada, 2019:139-144. [25] Fazekas M, Gáspár P, Németh B. Parameter identification of the nonlinear wheel odometry model with batch least squares method[C]//2021 5th International Conference on Control and Fault-Tolerant Systems (SysTol), Saint- Raphael, France, 2021:360-365. |
| 备注/Memo: | 收稿日期:2022-10-11.宁波大学学报(理工版)网址:http://journallg.nbu.edu.cn/ 基金项目:国家自然科学基金(U1509202);浙江省自然科学基金(LD22E050007);宁波市“科技创新2025”重大专项(2018B10069,2021Z068,2021Z020);浙江省机器人与智能制造装备技术重点实验室(2015E10011). 第一作者:邵兵兵(1997-),男,安徽亳州人,在读硕士研究生,主要研究方向:移动机器人误差标定.E-mail:shaobingbing@nimte.ac.cn *通信作者:郑天江(1984-),男,湖南永州人,高级工程师,主要研究方向:移动、软体机器人建模仿真及控制.E-mail:zhengtianjiang@nimte.ac.cn 宁波大学学报(理工版)网址:http://journallg.nbu.edu.cn/ |