机器人视觉伺服控制研究进展与挑战The Development and Challenges of Studies on Robot Visual Servo Control
杨月全;秦瑞康;李福东;曹志强;季涛;张天平;
摘要(Abstract):
针对机器人视觉伺服研究,分别从基于位置的视觉伺服、基于图像的视觉伺服、混合视觉伺服等对视觉伺服的研究进展进行了回顾.从雅可比在线估计法、雅可比自适应估计法、深度独立雅可比矩阵估计法等多方面详细分析了无标定视觉伺服.在此基础上,就视觉伺服的实时性、可靠性、多传感器融合、多任务控制、基于离散时间域及混杂系统的控制器等,对机器人视觉伺服控制所面临的挑战及进一步研究进行了分析与展望.
关键词(KeyWords): 机器人;视觉伺服;雅可比矩阵;无标定
基金项目(Foundation): 国家自然科学基金项目(61175111)
作者(Authors): 杨月全;秦瑞康;李福东;曹志强;季涛;张天平;
DOI: 10.13705/j.issn.1671-6841.2017222
参考文献(References):
- [1]KHURSHID J,HONG B R.Military robots-a glimpse from today and tomorrow[C]//Proceedings of the 8th International Conference on Control,Automation,Robotics and Vision.Kunming,2004:771-777.
- [2]MILLS S,AOUF N,MEJIAS L.Image based visual servo control for fixed wing UAVs tracking linear infrastructure in wind[C]//Proceedings of 2013 IEEE International Conference on Robotics and Automation(ICRA).Karlsruhe,2013:5769-5774.
- [3]LUO R C,CHEN C T,PU Y J.Internet based remote supervisory system for Tele-medicine robot application[C]//Proceedings of IEEE Workshop on Advanced Robotics and its Social Impacts.USA:IEEE Computer Society,2009:153-158.
- [4]ISHIDA T,KUROKI Y.Motion and real-world sensing system of a small biped entertainment robot[J].Proceedings of the world congress on intelligent control&automation,2004,6(10):4834-4839.
- [5]赵清杰,连广宇,孙增圻.机器人视觉伺服综述[J].控制与决策,2001,16(6):849-853.
- [6]方勇纯.机器人视觉伺服研究综述[J].智能系统学报,2008,3(2):109-114.
- [7]黎志刚,段锁林,赵建英,等.机器人视觉伺服控制及应用研究的现状[J].太原科技大学学报,2007,28(1):24-31.
- [8]贾丙西,刘山,张凯祥,等.机器人视觉伺服研究进展:视觉系统与控制策略[J].自动化学报,2015,41(5):861-873.
- [9]SHIRAI Y,INOUE H.Guiding a robot by visual feedback in assembling tasks[J].Pattern recognition,1973,5(2):99-106.
- [10]HILL J,PARK W T.Real time control of a robot with a mobile camera[C]//Proceedings of intermational symposium on industrial robots.Washington:D C,1979:233-246.
- [11]TAYLOR G,KLEEMAN L.Hybrid position-based visual servoing with online calibration for a humanoid robot[C]//Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems.Japan:Sendai,2004:686-691.
- [12]GANS N R,DANI A P,DIXON W E.Visual servoing to an arbitrary pose with respect to an object given a single known length[C]//Proceedings of the American Control Conference.Washington,2008:1261-1267.
- [13]董鹏飞.基于位置的工业机器人视觉伺服控制系统研究[D].广州:华南理工大学,2015.
- [14]李国栋,田国会,薛英花.基于QRCode技术的家庭服务机器人视觉伺服抓取操作研究[J].东南大学学报(自然科学版),2010,40(S1):30-36.
- [15]LIPPIELLO V,SICILIANO B,VILLANI L.Eye-in-hand/eye-to-hand multi-camera visual servoing[C]//Proceedings of the44th IEEE Conference on Decision and Control.Seville,2005:5354-5359.
- [16]KOIVO A J,HOUSHANGI N.Real-time vision feedback for servoing robotic manipulator with self-tuning controller[J].IEEE transactions on systems man and cybernetics,1991,21(1):134-142.
- [17]WESTMORE D B,WILSON W J.Direct dynamic control of a robot using an end-point mounted camera and Kalman filter position estimation[C]//Proceedings of the IEEE International Conference on Robotics and Automation.Sacramento,CA,1991:2376-2384.
- [18]GEORGIEV G H,RADULOV V D.A practical method for decomposition of the essential matrix[J].Applied mathematical sciences,2014,8(176):8755-8770.
- [19]BASRI R,RIVLIN E,SHIMSHONI I.Visual homing:Surfing on the epipoles[J].International journal of computer vision,1999,33(2):117-137.
- [20]赵艳花,卢秉娟.基于位置的机器人视觉伺服控制[J].洛阳理工学院学报(自然科学版),2008,18(2):77-79.
- [21]张文增,陈强,都东,等.基于三维视觉的焊接机器人轨迹跟踪[J].清华大学学报(自然科学版),2007,47(8):1270-1273.
- [22]张鹏程,徐德.基于CAD模型的目标跟踪和定位算法研究[J].高技术通讯,2014,24(6):623-631.
- [23]YU J,SUN F,XU D,et al.Embedded vision-guided 3-D tracking control for robotic fish[J].IEEE transactions on industrial electronics,2016,63(1):355-363.
- [24]TSAI R.A versatile camera calibration technique for high-accuracy 3D machine vision metrology using off-the-shelf TV cameras and lenses[J].IEEE journal on robotics and automation,2003,3(4):323-344.
- [25]ZHANG Z.A flexible new technique for camera calibration[J].IEEE transactions on pattern analysis and machine intelligence,2000,22(11):1330-1334.
- [26]孟晓桥,胡占义.一种新的基于圆环点的摄像机自标定方法[J].软件学报,2002,13(5):957-965.
- [27]黄凤荣,胡占义,吴毅红.单幅图像测量的一种新方法[J].自动化学报,2004,30(4):487-495.
- [28]刘杨豪,谢林柏.基于共面点的改进摄像机标定方法研究[J].计算机工程,2016,42(8):289-293.
- [29]徐中宇,李春龙,孙秋成,等.基于遗传算法的摄像机内部参数标定优化方法[J].吉林大学学报(理学版),2014,52(6):1267-1271.
- [30]文涛,左东广,李忠科,等.一种鲁棒的高精度摄像机标定方法[J].计算机应用研究,2015,32(11):3489-3491.
- [31]李林娜,毕德学,马丽.基于有序图像序列与可控外部参数的远心镜头标定方法[J].天津科技大学学报,2015,30(4):60-64.
- [32]张虎,达飞鹏,李勤.基于两相同圆的自标定方法[J].仪器仪表学报,2010,31(3):618-624.
- [33]孟晓桥,胡占义.摄像机自标定方法的研究与进展[J].自动化学报,2003,29(1):110-124.
- [34]MA S D.A self-calibration technique for active vision systems[J].IEEE transactions on robotics and automation,1996,12(1):114-120.
- [35]HEYDEN A,ASTROM K.Euclidean reconstruction from constant intrinsic parameters[C]//Proceedings of the 13th International Conference on Pattern Recognition:Austria,Vienna,1996:339-341.
- [36]POLLEFEYS M,GOOL L V.Self-calibration from the absolute conic on the plane at infinity[C]//Proceedings of the International Conference on Computer Analysis of Images and Patterns.Berlin:Springer Verlag,1997:175-182.
- [37]TRIGGS B.Autocalibration and the absolute quadric[C]//Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition.Argentina:San Juan,1997:609-614.
- [38]ZHANG H.Hand/eye calibration for electronic assembly robots[J].IEEE Transactions on Robotics and Automation,1998,14(4):612-616.
- [39]DANIILIDIS K,BAYRO-CORROCHANO E.The dual quaternion approach to hand-eye calibration[C]//Proceedings of 13th International Conference on Pattern Recognition.Austria:Vienna,1996:318-322.
- [40]CHAUMETTE F,BOUKIR S,BOUTHEMY P,et al.Structure from controlled motion[J].IEEE transactions on pattern analysis and machine intelligence,1996,18(5):492-504.
- [41]DE LUCA A,ORIOLO G,GIORDANO P R.On-line estimation of feature depth for image-based visual servoing schemes[C]//Proceedings of 2007 IEEE International Conference on Robotics and Automation.Italy:Rome,2007:2823-2828.
- [42]PIEPMEIER J A,MCMURRAY G V,LIPKIN H.Uncalibrated dynamic visual servoing[J].IEEE transactions on robotics and automation,2004,20(1):143-147.
- [43]CHAUMETTE F.Potential problems of stability and convergence in image-based and position-based visual servoing[M].London:Springer London,1998:66-78.
- [44]CHAUMETTE F,HUTCHINSON S.Visual servo control,part I:basic approaches[J].IEEE robotics and automation magazine,2007,13(4):82-90.
- [45]MA Z,SU J.Robust uncalibrated visual servoing control based on disturbance observer[J].Isa transactions,2015,59:193-204.
- [46]MALIS E,CHAUMETTE F,BOUDET S.2-D visual servoing[J].IEEE transactions on robotics and automation,1999,15(2):238-250.
- [47]MALIS E,CHAUMETTE F.Theoretical improvements in the stability analysis of a new class of model-free visual servoing methods[J].IEEE transactions on robotics and automation,2002,18(2):176-186.
- [48]江祥奎,纪旭.一种摄像机标定系统的实现[J].西安邮电大学学报,2015,20(5):71-75.
- [49]胡小平,左富勇,谢珂.微装配机器人手眼标定方法研究[J].仪器仪表学报,2012,33(7):1521-1526.
- [50]冯春,周文.手眼系统中摄像机标定和手眼标定的同步算法[J].机械设计与制造,2015(12):58-61.
- [51]HOSODA K,ASADA M.Versatile visual servoing without knowledge of true jacobian[C]//Proceedings of the IEEE/RSJ/GI International Conference on Intelligent Robots and Systems.Germany:Munich,1994:186-193.
- [52]付清山.机器人无标定视觉伺服控制研究[D].南京:东南大学,2011.
- [53]梁新武.机械手无标定动态视觉伺服研究[D].武汉:华中科技大学,2011.
- [54]毛尚勤.微操作系统的机器视觉与无标定视觉伺服研究[D].武汉:华中科技大学,2013.
- [55]陶波,龚泽宇,丁汉.机器人无标定视觉伺服控制研究进展[J].力学学报,2016,48(4):767-783.
- [56]PIEPMEIER J A,MCMURRAY G V,LIPKIN H.Tracking a moving target with model independent visual servoing:a predictive estimation approach[C]//Proceedings of the IEEE International Conference on Robotics and Automation.Belgium:Leuven,1998:2652-2657.
- [57]PIEPMEIER J A.Experimental results for uncalibrated eye-in-hand visual servoing[C]//Proceedings of the 35th Southeastern Symposium on System Theory.USA:Morgantown,W V,2003:335-339.
- [58]曾祥进,黄心汉,王敏.基于Broyden在线图像雅可比矩阵辨识的视觉伺服[J].华中科技大学学报(自然科学版),2008,36(9):17-20.
- [59]赵杰,李牧,李戈,等.一种无标定视觉伺服控制技术的研究[J].控制与决策,2006,21(9):1015-1019.
- [60]杨诚,匡森,宋彩温.基于动态BFGS法的无标定视觉伺服控制[J].中国科学技术大学学报,2015,45(1):1-8.
- [61]付清山,张志胜,史金飞.一种采用LM方法的无标定视觉伺服控制方法[J].中国机械工程,2008,19(21):2622-2626.
- [62]QIAN J,SU J.Online estimation of image Jacobian matrix by Kalman-Bucy filter for uncalibrated stereo vision feedback[C]//Proceedings of the IEEE International Conference on Robotics and Automation.USA:Washington,D C,2002:562-567.
- [63]赵清杰,陈云蛟,张立群.基于粒子滤波的雅可比矩阵在线估计技术[J].北京理工大学学报,2008,28(5):401-404.
- [64]张应博.基于无极卡尔曼滤波算法的雅可比矩阵估计[J].计算机应用,2011,31(6):1699-1702.
- [65]SUTANTO H,SHARMA R,VARMA V.The role of exploratory movement in visual servoing without calibration[J].Robotics and autonomous systems,1998,23(3):153-169.
- [66]康庆生,孟正大,戴先中.图像雅可比矩阵伪逆估计在视觉伺服中的应用[J].机器人,2006,28(4):406-409.
- [67]吴越,匡森.带时延补偿的视觉跟踪控制[J].计算机系统应用,2015,24(9):212-218.
- [68]CHEN J,BEHAL A,DAWSON D M,et al.Adaptive visual servoing in the presence of intrinsic calibration uncertainty[C]//Proceedings of the IEEE Conference on Decision and Control.USA:Hawai,2003:5396-5401.
- [69]HU G,MACKUNIS W,GANS N,et al.Homography-based visual servo control with imperfect camera calibration[J].IEEE transactions on automatic control,2009,54(6):1318-1324.
- [70]金梅,李惠光,张立国.基于双目视觉模型的自适应控制[J].微计算机信息,2009,25(19):24-25.
- [71]CHEAH C C,LIU C,SLOTINE J J E.Adaptive vision based tracking control of robots with uncertainty in depth information[C]//Proceedings of the IEEE International Conference on Robotics and Automation.Italy:Rome,2007:2817-2822.
- [72]WU B,LI H G.Uncalibrated visual servoing of robots with new image Jacobian estimation method[J].J System Simulation,2008,20(14):3767-3771.
- [73]CHEAH C C,LIU C,SLOTINE J J E.Adaptive Jacobian vision based control for robots with uncertain depth information[J].Automatica,2010,46(7):1228-1233.
- [74]LIU Y H,WANG H,LAM K.Dynamic visual servoing of robots in uncalibrated environments[C]//Proceedings of the IEEE International Conference on Robotics and Automation.Spain:Barcelona,2005:3131-3136.
- [75]宋彩温,匡森.未标定视觉伺服系统的动力学控制[J].中国科学技术大学学报,2015,45(7):537-545.
- [76]LIZARRALDE F,LEITE A C,HSU L,et al.Adaptive visual servoing scheme free of image velocity measurement for uncertain robot manipulators[J].Automatica,2013,49(5):1304-1309.
- [77]LIU C,CHEAH C C,SLOTINE J J E.Adaptive Jacobian tracking control of rigid-link electrically driven robots based on visual task-space information[J].Automatica,2006,42(9):1491-1501.
- [78]WANG H.Adaptive visual tracking for robotic systems without image-space velocity measurement[J].Automatica,2015,55(C):294-301.
- [79]LIU Y H,WANG H,WANG C,et al.Uncalibrated visual servoing of robots using a depth-independent interaction matrix[J].IEEE transactions on robotics,2006,22(4):804-817.
- [80]WANG H,JIANG M,CHEN W,et al.Adaptive visual servoing with imperfect camera and robot parameters[J].Life system modeling and intelligent computing,2010,97:124-131.
- [81]WANG H,LIU Y H,ZHOU D.Adaptive visual servoing using point and line features with an uncalibrated eye-in-hand camera[J].IEEE transactions on robotics,2008,24(4):843-857.
- [82]LIU Y,WANG H,ZHOU D.Dynamic tracking of manipulators using visual feedback from an uncalibrated fixed camera[C]//Proceedings of the IEEE International Conference on Robotics and Automation.USA:Orlando,Florida,2006:4124-4129.
- [83]WANG H,LIU Y H,ZHOU D.Dynamic visual tracking for manipulators using an uncalibrated fixed camera[J].IEEE transactions on robotics,2007,23(3):610-617.
- [84]WANG H,LIU Y H,CHEN W,et al.A new approach to dynamic eye-in-hand visual tracking using nonlinear observers[J].IEEE/ASME transactions on mechatronics,2011,16(2):387-394.
- [85]HUA C,LIU Y,YANG Y.Image-based robotic control with unknown camera parameters and joint velocities[J].Robotica,2015,33(8):1718-1730.
- [86]HU G,MACKUNIS W,GANS N,et al.Homography-based visual servo control via an uncalibrated camera[C]//Proceedings of American Control Conference.USA:Washington,2008:4791-4796.
- [87]SU J,QIU W,MA H,et al.Calibration-free robotic eye-hand coordination based on an auto disturbance-rejection controller[J].IEEE transactions on robotics,2004,20(5):899-907.
- [88]HASHIMOTO H,KUBOTA T,SATO M,et al.Visual control of robotic manipulator based on neural networks[J].IEEE transactions on industrial electronics,1992,39(6):490-496.
- [89]潘且鲁,苏剑波,席裕庚.眼在手上机器人手眼无标定三维视觉跟踪[J].自动化学报,2002,28(3):371-377.
- [90]CUPERTINO F,GIORDANO V,MININNO E,et al.A neural visual servoing in uncalibrated environments for robotic manipulators[C]//Proceedings of the IEEE International Conference on Systems,Man and Cybernetics.Netherlands:The Hague,2004,6:5362-5367.
- [91]张家驹,吴洪涛.基于神经网络的机器人无标定视觉伺服系统仿真[J].应用科技,2011,38(9):1-5.
- [92]SU J,XI Y,HANEBECK U D,et al.Nonlinear visual mapping model for 3-D visual tracking with uncalibrated eye-in-hand robotic system[J].IEEE transactions on systems,man,and cybernetics:part B(Cybernetics),2004,34(1):652-659.
- [93]辛菁,刘丁,徐庆坤.基于LS-SVR的机器人空间4DOF无标定视觉定位[J].控制理论与应用,2010,27(1):1-9.
- [94]HAN J.From PID to active disturbance rejection control[J].IEEE transactions on industrial electronics,2009,56(3):900-906.
- [95]苏剑波.ADRC理论和技术在机器人无标定视觉伺服中的应用和发展[J].控制与决策,2015,30(1):1-8.
- [96]马红雨,苏剑波.基于耦合ADRC原理的机器人无标定手眼协调[J].机器人,2003,25(1):39-43.
- [97]苏剑波,邱文彬.基于自抗扰控制器的机器人无标定手眼协调[J].自动化学报,2003,29(2):161-167.
- [98]马红雨,苏剑波.基于自抗扰控制器的机器人无标定三维手眼协调[J].自动化学报,2004,30(3):400-406.
- [99]SU J.Convergence analysis for the uncalibrated robotic hand-eye coordination based on the unmodeled dynamics observer[J].Robotica,2010,28(4):597-605.