

China Mechanical Engineering ›› 2026, Vol. 37 ›› Issue (9): 2092-2100.DOI: 10.3969/j.issn.1004-132X.2026.09.002
DENG Shuchao1,2(
), HU Aokang1, TONG Baohong1,2(
), ZHENG Jinde1, WANG Lu1
Received:2025-09-11
Online:2026-09-25
Published:2026-10-21
Contact:
TONG Baohong
邓书朝1,2(
), 胡奥康1, 童宝宏1,2(
), 郑近德1, 王璐1
通讯作者:
童宝宏
作者简介:邓书朝,男,1989年生,讲师。研究方向为机电装备运动控制。E-mail: dengsc@ahut.edu.cn基金资助:CLC Number:
DENG Shuchao, HU Aokang, TONG Baohong, ZHENG Jinde, WANG Lu. A-Zernike Moment Based Calibration Method for Positioning Errors of Precision Motion Stages[J]. China Mechanical Engineering, 2026, 37(9): 2092-2100.
邓书朝, 胡奥康, 童宝宏, 郑近德, 王璐. 基于A-Zernike矩的精密运动平台定位误差校准方法[J]. 中国机械工程, 2026, 37(9): 2092-2100.
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URL: https://www.cmemo.org.cn/EN/10.3969/j.issn.1004-132X.2026.09.002
| 序号 | 参数 | 量符号 |
|---|---|---|
| 1 | 图像坐标系U方向像素当量 | |
| 2 | 图像坐标系V方向像素当量 | |
| 3 | 图像坐标系与标定板间的夹角 | |
| 4 | 图像坐标系与平台基准轴(X轴)夹角 | |
| 5 | 图像坐标系与平台Y轴夹角 | |
| 6 | 平台正交性误差值 |
Tab.1 System parameters to be calibrated
| 序号 | 参数 | 量符号 |
|---|---|---|
| 1 | 图像坐标系U方向像素当量 | |
| 2 | 图像坐标系V方向像素当量 | |
| 3 | 图像坐标系与标定板间的夹角 | |
| 4 | 图像坐标系与平台基准轴(X轴)夹角 | |
| 5 | 图像坐标系与平台Y轴夹角 | |
| 6 | 平台正交性误差值 |
| 数值 | 2.5048 | 2.5068 | 0.6763 | 0.9509 | 0.9499 |
Tab.2 Calibration experimental data
| 数值 | 2.5048 | 2.5068 | 0.6763 | 0.9509 | 0.9499 |
| 方法 | 噪声 标准差 | 圆形 平均值 | 圆形 标准差 | 线形 平均值 | 线形 标准差 |
|---|---|---|---|---|---|
| Zernike | 0 | 0.101 | 0.077 | 0.063 | 0.040 |
| 10 | 0.116 | 0.079 | 0.081 | 0.057 | |
| 20 | 0.147 | 0.099 | 0.129 | 0.093 | |
| 30 | 0.206 | 0.146 | 0.207 | 0.153 | |
| C-Zernike | 0 | 0.079 | 0.063 | 0.043 | 0.028 |
| 10 | 0.097 | 0.064 | 0.065 | 0.047 | |
| 20 | 0.138 | 0.088 | 0.117 | 0.086 | |
| 30 | 0.194 | 0.138 | 0.198 | 0.147 | |
| A-Zernike | 0 | 0.048 | 0.035 | 0.009 | 0.007 |
| 10 | 0.061 | 0.043 | 0.052 | 0.041 | |
| 20 | 0.091 | 0.065 | 0.096 | 0.074 | |
| 30 | 0.148 | 0.115 | 0.167 | 0.133 |
Tab.3 Comparison of edge detection results(pixel)
| 方法 | 噪声 标准差 | 圆形 平均值 | 圆形 标准差 | 线形 平均值 | 线形 标准差 |
|---|---|---|---|---|---|
| Zernike | 0 | 0.101 | 0.077 | 0.063 | 0.040 |
| 10 | 0.116 | 0.079 | 0.081 | 0.057 | |
| 20 | 0.147 | 0.099 | 0.129 | 0.093 | |
| 30 | 0.206 | 0.146 | 0.207 | 0.153 | |
| C-Zernike | 0 | 0.079 | 0.063 | 0.043 | 0.028 |
| 10 | 0.097 | 0.064 | 0.065 | 0.047 | |
| 20 | 0.138 | 0.088 | 0.117 | 0.086 | |
| 30 | 0.194 | 0.138 | 0.198 | 0.147 | |
| A-Zernike | 0 | 0.048 | 0.035 | 0.009 | 0.007 |
| 10 | 0.061 | 0.043 | 0.052 | 0.041 | |
| 20 | 0.091 | 0.065 | 0.096 | 0.074 | |
| 30 | 0.148 | 0.115 | 0.167 | 0.133 |
| 序号 | 位置1 | 位置2 | 位置3 |
|---|---|---|---|
| 1 | (1333.761,1091.306) | (1382.557,1105.202) | (1331.457,1088.581) |
| 2 | (1333.744,1091.231) | (1382.525,1105.118) | (1331.484,1088.525) |
| 3 | (1333.750,1091.260) | (1382.553,1105.185) | (1331.475,1088.609) |
| 4 | (1333.754,1091.273) | (1382.535,1105.147) | (1331.468,1088.525) |
| 5 | (1333.759,1091.271) | (1382.544,1105.154) | (1331.473,1088.555) |
| 6 | (1333.747,1091.266) | (1382.540,1105.167) | (1331.469,1088.557) |
| 7 | (1333.749,1091.245) | (1382.550,1105.154) | (1331.471,1088.563) |
| 8 | (1333.756,1091.319) | (1382.533,1105.177) | (1331.470,1088.543) |
| 9 | (1333.764,1091.246) | (1382.548,1105.209) | (1331.450,1088.527) |
| 10 | (1333.742,1091.291) | (1382.534,1105.111) | (1331.491,1088.579) |
| 极差 | 0.091 | 0.102 | 0.094 |
Tab.4 Target center measurement results(pixel)
| 序号 | 位置1 | 位置2 | 位置3 |
|---|---|---|---|
| 1 | (1333.761,1091.306) | (1382.557,1105.202) | (1331.457,1088.581) |
| 2 | (1333.744,1091.231) | (1382.525,1105.118) | (1331.484,1088.525) |
| 3 | (1333.750,1091.260) | (1382.553,1105.185) | (1331.475,1088.609) |
| 4 | (1333.754,1091.273) | (1382.535,1105.147) | (1331.468,1088.525) |
| 5 | (1333.759,1091.271) | (1382.544,1105.154) | (1331.473,1088.555) |
| 6 | (1333.747,1091.266) | (1382.540,1105.167) | (1331.469,1088.557) |
| 7 | (1333.749,1091.245) | (1382.550,1105.154) | (1331.471,1088.563) |
| 8 | (1333.756,1091.319) | (1382.533,1105.177) | (1331.470,1088.543) |
| 9 | (1333.764,1091.246) | (1382.548,1105.209) | (1331.450,1088.527) |
| 10 | (1333.742,1091.291) | (1382.534,1105.111) | (1331.491,1088.579) |
| 极差 | 0.091 | 0.102 | 0.094 |
| [1] | HE Sifeng, TANG Hui, ZHANG Kaifu, et al. A Flip-chip Alignment System with the Property of Deviation Self-correction at the Nanoscale[J]. IEEE Transactions on Industrial Electronics, 2021, 68(3): 2345-2355. |
| [2] | WANG Yutian, WANG Dong, ZHANG Shizhen, et al. Design and Development of a Five-axis Machine Tool with High Accuracy, Stiffness and Efficiency for Aero-engine Casing Manufacturing[J]. Chinese Journal of Aeronautics, 2022, 35(4): 485-496. |
| [3] | 戴一帆, 彭小强, 薛帅, 等. 高性能光学制造[J]. 机械工程学报, 2023, 59(21): 1-14. |
| DAI Yifan, PENG Xiaoqiang, XUE Shuai, et al. High-performance Optical Manufacturing[J]. Journal of Mechanical Engineering, 2023, 59(21): 1-14. | |
| [4] | 张金迪, 高健, 谭宇韬, 等. 高速宏微运动平台及精密定位方法[J]. 制造技术与机床, 2019(8): 117-121. |
| ZHANG Jindi, GAO Jian, TAN Yutao, et al. High Speed Macro-Micro Motion Stage and Precision Positioning Method[J]. Manufacturing Technology & Machine Tool, 2019(8): 117-121. | |
| [5] | 马榕苓. 数控机床误差补偿关键技术及其应用研究[J]. 现代制造技术与装备, 2023, 59(8): 114-116. |
| MA Rongling. Research on the Key Technology and Application of Error Compensation for CNC Machine Tools[J]. Modern Manufacturing Technology and Equipment, 2023, 59(8): 114-116. | |
| [6] | 赵晨阳, 向捷, 卞凯, 等. 基于光学显微视觉的精密定位测量综述(特邀)[J]. 激光与光电子学进展, 2024, 61(2): 0211021. |
| ZHAO Chenyang, XIANG Jie, BIAN Kai, et al. Review of Optical Microvision-based Precision Positioning Measurement(Invited)[J]. Laser & Optoelectronics Progress, 2024, 61(2): 0211021. | |
| [7] | LEE C, LEE S K. Multi-degree-of-freedom Motion Error Measurement in an Ultraprecision Machine Using Laser Encoder—Review[J]. Journal of Mechanical Science and Technology, 2013, 27(1): 141-152. |
| [8] | 邹华东, 贾瑞清, 张畅. 基于机器视觉的影像测量仪工作台定位误差精密补偿方法[J]. 激光与光电子学进展, 2018, 55(9): 202-209. |
| ZOU Huadong, JIA Ruiqing, ZHANG Chang. Precision Compensation Method for Positioning Error of Working Table of Vision Measuring Machine Based on Machine Vision[J]. Laser & Optoelectronics Progress, 2018, 55(9): 202-209. | |
| [9] | EKBERG P, STIBLERT L, MATTSSON L. A New General Approach for Solving the Self-calibration Problem on Large Area 2D Ultra-precision Coordinate Measurement Machines[J]. Measurement Science and Technology, 2014, 25(5): 055001. |
| [10] | QIAO Xiaoyue, CHEN Xin, EKBERG P, et al. Self-calibration for the 2D Stage Based on Weighted Least Squares[J]. Measurement Science and Technology, 2019, 30(12): 125015. |
| [11] | 刘源泂, 程管, 汤勃, 等. 单目球形靶标球心成像坐标求解方法[J]. 激光与光电子学进展, 2023, 60(12): 1211005. |
| LIU Yuanjiong, CHENG Guan, TANG Bo, et al. Spherical Center Imaging Location Solution Method for Monocular Spherical Target[J]. Laser & Optoelectronics Progress, 2023, 60(12): 1211005. | |
| [12] | HUANG Cheng, JIN Wei, XU Qian, et al. Sub-pixel Edge Detection Algorithm Based on Canny–Zernike Moment Method[J]. Journal of Circuits, Systems and Computers, 2020, 29(15): 2050238. |
| [13] | 巢渊, 唐寒冰, 刘文汇, 等. 基于改进Zernike矩的轴类零件尺寸测量方法[J]. 电子测量技术, 2022, 45(3): 169-176. |
| CHAO Yuan, TANG Hanbing, LIU Wenhui, et al. Improved Zernike Moment-based Dimensional Measurement Method for Shaft Parts[J]. Electronic Measurement Technology, 2022, 45(3): 169-176. | |
| [14] | 刘明佩, 朱维斌, 叶树亮. 基于改进Zernike矩的小模数齿轮亚像素边缘检测[J]. 仪器仪表学报, 2018, 39(8): 259-267. |
| LIU Mingpei, ZHU Weibin, YE Shuliang. Sub-pixel Edge Detection Based on Improved Zernike Moment in the Small Modulus Gear Image[J]. Chinese Journal of Scientific Instrument, 2018, 39(8): 259-267. | |
| [15] | MO Jiadi, YAN He, LIU Jihong. An Adaptive Sub-pixel Edge Detection Method Based on Improved Zernike Moment[J]. International Journal of Wireless and Mobile Computing, 2022, 22(2): 140. |
| [16] | RENSHAW D T, CHRISTIAN J A. Subpixel Localization of Isolated Edges and Streaks in Digital Images[J]. Journal of Imaging, 2020, 6(5): 33. |
| [17] | 刘国栋, 刘炳国, 陈凤东, 等. 亚像素定位算法精度评价方法的研究[J]. 光学学报, 2009, 29(12): 3446-3451. |
| LIU Guodong, LIU Bingguo, CHEN Fengdong, et al. Study on the Method of the Accuracy Evaluation of Sub-pixel Location Operators[J]. Acta Optica Sinica, 2009, 29(12): 3446-3451. | |
| [18] | CHRISTIAN J A. Accurate Planetary Limb Localization for Image-based Spacecraft Navigation[J]. Journal of Spacecraft and Rockets, 2017, 54(3): 708-730. |
| [19] | 安晶晶, 高楠, 陈超, 等. 圆环标识的离心偏差校正方法与评价[J]. 激光与光电子学进展, 2017, 54(4): 165-173. |
| AN Jingjing, GAO Nan, CHEN Chao, et al. Correcting Method and Evaluation of Eccentricity Error of Circle Target[J]. Laser & Optoelectronics Progress, 2017, 54(4): 165-173. | |
| [20] | 张杰, 施露露, 史振志, 等. 相差细胞图像的光照均衡与分割计数方法研究[J]. 电子测量与仪器学报, 2022, 36(5): 136-145. |
| ZHANG Jie, SHI Lulu, SHI Zhenzhi, et al. Study of Light Equalization and Segmentation Counting Method for Cell Phase Contrast Images[J]. Journal of Electronic Measurement and Instrumentation, 2022, 36(5): 136-145. |
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