浏览全部资源
扫码关注微信
华南理工大学 机械与汽车工程学院, 广东 广州 510640
邹焱飚(1971-),男,福建古田人,博士,副教授,硕士生导师,1991年于中国石油大学获得学士学位,2005年于华南理工大学获得博士学位,主要从事机器人理论及工程应用方面的研究。E-mail:ybzou@scut.edu.cnE-mail:ybzou@scut.edu.cn
[ "王研博(1991-),男,山东潍坊人,硕士研究生,2014年于江南大学获得学士学位,主要研究方向为机器视觉和焊缝跟踪。E-mail:mewyb@mail.scut.edu.cn" ]
收稿日期:2016-06-02,
录用日期:2016-8-1,
纸质出版日期:2016-11-25
移动端阅览
邹焱飚, 王研博, 周卫林. 焊缝跟踪应用的线激光视觉伺服控制系统[J]. 光学 精密工程, 2016,24(11):2689-2698.
Yan-biao ZOU, Yan-bo WANG, Wei-lin ZHOU. Line laser visual servo control system for seam tracking[J]. Editorial office of optics and precision engineeri, 2016, 24(11): 2689-2698.
邹焱飚, 王研博, 周卫林. 焊缝跟踪应用的线激光视觉伺服控制系统[J]. 光学 精密工程, 2016,24(11):2689-2698. DOI: 10.3788/OPE.20162411.2689.
Yan-biao ZOU, Yan-bo WANG, Wei-lin ZHOU. Line laser visual servo control system for seam tracking[J]. Editorial office of optics and precision engineeri, 2016, 24(11): 2689-2698. DOI: 10.3788/OPE.20162411.2689.
设计了一套由三轴直角坐标机器人、线激光传感器和工业计算机组成的焊缝跟踪系统。研究了该系统所涉及的测量原理、特征点测量方法和基于模糊自适应的控制方法。通过高斯核相关算法(KCF)在焊接过程中实时检测焊缝特征点,并根据测量原理计算获得特征点相对于相机坐标系的三维坐标值。设计了一种自适应模糊控制器,通过自适应模糊控制器计算坐标的偏差值和偏差变化率得到焊枪末端运动轨迹的控制量,同时对模糊控制器的输入输出论域、模糊规则和隶属函数进行实时动态更新。实施了焊缝跟踪实验。结果显示:采用最大焊接电流为350 A的惰性气体保护焊(MIG),在强烈弧光和飞溅的干扰下,该系统能实时跟踪焊接工件,跟踪精度为0.325 3 mm,传感器测量频率为20 Hz。焊接过程中焊枪末端运行平稳,焊缝轨迹跟踪准确,且抗干扰能力,能满足焊接应用要求。
A real-time seam tracking system consisting of a three-axis cartesian robot
a line laser sensor
and an industrial computer was designed and its measuring principle
feature point measuring method and adaptive fuzzy control were researched. The Guassian Kernelized Correlation Filter(KCF) was adopted to detect the weld feature points in real time in welding process and 3D coordinate values of industrial camera were obtained by 2D pixel coordinate values based on measuring principle. A adaptive fuzzy controller was designed. On the basis of the adaptive fuzzy controller
the deviation values and deviation rate of the coordinate system were calculated to obtain the control values of movement trajectory for torch end. Meanwhile
the inputs and outputs on the domain and fuzzy membership functions of fuzzy controller were updated in real time. The experiments on seam tracking were performed. The experimental results show that the system realizes accurate seam tracking in real-time under the conditions of strong arc light and splash when the largest welding current is 350 A in Metal-Inert Gas Welding (MIG). The tracking error is less than 0.325 3 mm and the metrical frequency of sensor is up to 20 Hz. In welding processing
the end of the torch runs smooth the weld trajectory can be tracked accurately and the system shows strong anti-interference ability
so it meets the requirements of welding applications.
邾继贵,郭磊,刘常杰,等. 基于机器人的柔性电子检具测量系统[J]. 光学 精密工程,2011,19(8):1787-1793.
ZHU J G, GUO L, LIU CH J, et al .. Measurement system of flexible electronic checking fixture on robut[J]. Opt. Precision Eng., 2011,19(8):1787-1793. (in Chinese)
FENNANDER H, KYRKI V, FELLMAN A, et al ..Visual measurement and tracking in laser hybrid welding[J]. Mach. Vis.Appl., 2009,20:103-118.
LEE S K, NA S J. A study on automatic seam tracking in pulsed laser edge welding by using a vision sensor without an auxiliary light source[J]. Manuf. Syst., 2002, 21:302-315.
FANG Z J, XU D, TAN M. A vision-based self-tuning fuzzy controller for fillet weld seam tracking[J]. IEEE/ASME Transactions on Mechatronics, 2011,16(3):540-550.
XU D, WANG L K, TU Z G, et al .. Hybrid visual servoing control for robotic arc welding based on structured lignt vision[J]. Acta Automatica Sinica, 2005,31:596-605.
KIM Y T,ZEUNGNAM B.Robust self-learning fuzzy controller design for a class of nonlinear MIMO systems[J]. Fuzzy Sets and Systems, 2000,111(2):117-135.
SHEN H Y, LIN T, CHEN S B, et al ..Real-time seam tracking technology of welding robot with visual sensing[J]. Journal of Intelligent & Robotic Systems, 2010,59:283-298.
MTI instrument. Meltrax for MTI Pro 2D [EB/OL]. http://www.mtiinstruments.com/. http://www.mtiinstruments.com/.
LEUZE ELECTRONIC. Line Profile Sensor [EB/OL]. http://www.leuze.com/. http://www.leuze.com/.
许燕玲. 基于视觉及电弧传感技术的机器人GTAW三维焊缝实时跟踪控制技术研究[D]. 上海:上海交通大学,2013.
XU Y L. Research on Real-Time Tracking and Control Technology of Three-Dimension Welding Seam During Welding Robot GTAW Process Based on Vision Sensor and Arc Sensor [D].Shanghai:Shanghai Jiao Tong University,2013.(in Chinese)
颜厚银. 窄间隙TIG焊焊缝跟踪系统设计及研究[D]. 上海:上海交通大学,2013.
YAN H Y. Study on Seam Tracking System of NO-TIG Welding [D].Shanghai:Shanghai Jiao Tong University,2013.(in Chinese)
YAO L, HUANG P Z. Learning of hybrid fuzzy controller for the optical data storage device[J]. IEEE/ASME Trans. Mechatronics, 2008,13(1):3-13.
张雷, 王延杰, 孙宏海,等. 采用核相关滤波器的自适应尺度目标跟踪[J]. 光学 精密工程, 2016, 24(2):448-459.
ZHANG L, WANG Y J, SUN H H, et al .. Adaptive scale object tracking with kernelized correlation filters[J]. Opt. Precision Eng., 2016, 24(2):448-459.(in Chinese)
邹焱飚,龚国基. 面向焊缝跟踪的线激光检测技术研究[J]. 应用激光,2015(4):500-507.
ZOU Y B,GONG G J. Research on line laser detecting technology for seam tracking[J]. Applied laser, 2015(4):500-507.(in Chinese)
HENRIQUES J F, CASEIRO R, MARTINS P, et al ..High-speed tracking with kernelized correlation filters[J]. IEEE Transaction on Pattern Analysis and Machine Intelligence, 2015,37(3):583-596.
李静宇, 刘艳滢, 田睿, 等. 视频监控系统中的概率模型单目标跟踪框架[J]. 光学 精密工程, 2015, 23(7):2093-2099.
LI J Y, LIU Y Y, TIAN R, et al .. Probabilistic model single target tracking framework for video surveillance system[J]. Opt. Precision Eng., 2015, 23(7):2093-2099.(in Chinese)
HENRIQUES J F, CASEIRO R, MARTINS P, et al .. Exploiting the circulant structure of tracking-by-detection with kernels[C]. European Conference on Computer Vision, 2012:702-715.
黄卫华. 模糊控制系统及应用[M]. 北京:电子工业出版社, 2012.
HUANG W H. Fuzzy Control System and Its Application [M].Beijing:Publishing House of Electronics Industry,2012. (in Chinese)
刘金琨. 机器人控制系统的设计与MATLAB仿真[M]. 北京:清华大学出版社, 2008.
LIU J K. Design and MATLAB Simulation of Robot Control System [M]. Beijing:Tsinghua University Press,2008.(in Chinese)
LI H X,MIAO Z H,LEE E S.Variable universe stable adaptive fuzzy control of a nonlinear system[J]. Computers and Mathematics with Applications, 2002,44:799-815.
0
浏览量
334
下载量
2
CSCD
关联资源
相关文章
相关作者
相关机构