Adaptive robust neural control of a two-manipulator system holding a rigid object with inaccurate base frame parameters

Fan XU; Jin WANG; Guo-dong LU

doi:10.1631/FITEE.1601707

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Adaptive robust neural control of a two-manipulator system holding a rigid object with inaccurate base frame parameters

Regular Papers | Updated：2022-05-19

- Adaptive robust neural control of a two-manipulator system holding a rigid object with inaccurate base frame parameters
- 基座参数欠精确环境下双机械臂刚体夹持系统的自适应神经鲁棒控制
- Frontiers of Information Technology & Electronic Engineering Vol. 19, Issue 11, Pages: 1316-1327(2018)
- Affiliations：
  
  State Key Laboratory of Fluid Power and Mechatronic Systems, Zhejiang University, Hangzhou 310027, China
- Author bio：
  
  Jin WANG, E-mail: dwjcom@zju.edu.cn
- Funds：
- DOI：10.1631/FITEE.1601707
  CLC： TP241.2
- Received：16 November 2016，
  
  Revised：2018-11-27，
  
  Published：2018-11
- Accepted：
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Fan XU, Jin WANG, Guo-dong LU. Adaptive robust neural control of a two-manipulator system holding a rigid object with inaccurate base frame parameters[J]. Frontiers of Information Technology & Electronic Engineering, 2018, 19(11): 1316-1327.
DOI：

Fan XU, Jin WANG, Guo-dong LU. Adaptive robust neural control of a two-manipulator system holding a rigid object with inaccurate base frame parameters[J]. Frontiers of Information Technology & Electronic Engineering, 2018, 19(11): 1316-1327. DOI： 10.1631/FITEE.1601707.

摘要

针对基座参数欠精确环境下双机械臂刚体夹持系统的自适应调控问题进行研究。提出一种自适应神经鲁棒控制器，能同时解决基座参数欠精确、系统内力、建模不确定性、关节摩擦以及外部干扰等多种问题。该控制器采用一个径向基神经网络来逼近系统包括非预期内力在内的全部动力学部分。结合仿真实验和分析，该控制器能有效保证轨迹跟踪误差渐进收敛于0，并保持内力在可接受范围。在自适应调节机制下，该方法能对系统中双机械臂进一步在线精确标定。为保证系统全局稳定性，该控制器建立定制化鲁棒补偿，结合李雅普诺夫理论，证明该控制器在基座欠精确以及其他多种不确定环境下的鲁棒性。

Abstract

The problem of self-tuning control with a two-manipulator system holding a rigid object in the presence of inaccurate translational base frame parameters is addressed. An adaptive robust neural controller is proposed to cope with inaccurate translational base frame parameters

internal force

modeling uncertainties

joint friction

and external disturbances. A radial basis function neural network is adopted for all kinds of dynamical estimation

including undesired internal force. To validate the effectiveness of the proposed approach

together with simulation studies and analysis

the position tracking errors are shown to asymptotically converge to zero

and the internal force can be maintained in a steady range. Using an adaptive engine

this approach permits accurate online calibration of the relative translational base frame parameters of the involved manipulators. Specialized robust compensation is established for global stability. Using a Lyapunov approach

the controller is proved robust in the face of inaccurate base frame parameters and the aforementioned uncertainties.

关键词

Keywords

references

F Aghili . . Self-tuning cooperative control of manipulators with position/orientation uncertainties in the closed-kinematic loop . . IEEE/RSJ Int Conf on Intelligent Robots and Systems , , 2011 . . p.4187 - - 4193 . . DOI: 10.1109/IROS.2011.6094470 http://doi.org/10.1109/IROS.2011.6094470 . .

F Aghili . . Adaptive control of manipulators forming closed kinematic chain with inaccurate kinematic model . . IEEE/ASME Trans Mechatron , , 2013 . . 18 ( ( 5 ): ): 1544 - - 1554 . . DOI: 10.1109/tmech.2012.2207964 http://doi.org/10.1109/tmech.2012.2207964 . .

CC Cheah , , , C Liu , , , J Slotine . . Approximate Jacobian adaptive control for robot manipulators . . IEEE Int Conf on Robtics and Automation , , 2004 . . p.3075 - - 3080 . . DOI: 10.1109/ROBOT.2004.1307529 http://doi.org/10.1109/ROBOT.2004.1307529 . .

CC Cheah , , , C Liu , , , JJE Slotine . . Adaptive Jacobian tracking control of robots with uncertainties in kinematic, dynamic and actuator models . . IEEE Trans Autom Contr , , 2006 . . 51 ( ( 6 ): ): 1024 - - 1029 . . DOI: 10.1109/TAC.2006.876943 http://doi.org/10.1109/TAC.2006.876943 . .

L Cheng , , , ZG Hou , , , M Tan . . Adaptive neural network tracking control for manipulators with uncertain kinematics, dynamics and actuator model . . Automatica , , 2009 . . 45 ( ( 10 ): ): 2312 - - 2318 . . DOI: 10.1016/j.automatica.2009.06.007 http://doi.org/10.1016/j.automatica.2009.06.007 . .

P Corke . . A robotics toolbox for Matlab . . IEEE Robot Autom Mag , , 1996 . . 3 ( ( 1 ): ): 24 - - 32 . . DOI: 10.1109/100.486658 http://doi.org/10.1109/100.486658 . .

H Deng , , , H Wu , , , C Yang , , , 等 . . Base frame calibration for multi-robot coordinated systems . . IEEE Int Conf on Robotics and Biomimetics , , 2015 . . p.1489 - - 1494 . . DOI: 10.1109/ROBIO.2015.7418981 http://doi.org/10.1109/ROBIO.2015.7418981 . .

S Erhart , , , S Hirche . . Adaptive force/velocity control for multi-robot cooperative manipulation under uncertain kinematic parameters . . IEEE/RSJ Int Conf on Intelligent Robots and Systems , , 2013 . . p.307 - - 314 . . DOI: 10.1109/IROS.2013.6696369 http://doi.org/10.1109/IROS.2013.6696369 . .

Y Gan , , , X. Dai . . Base frame calibration for coordinated industrial robots . . Robot Auton Syst , , 2011 . . 59 ( ( 7-8 ): ): 563 - - 570 . . DOI: 10.1016/j.robot.2011.04.003 http://doi.org/10.1016/j.robot.2011.04.003 . .

W Gueaieb , , , S Al-Sharhan , , , M Bolic . . Robust computationally efficient control of cooperative closed-chain manipulators with uncertain dynamics . . Automatica , , 2007a . . 43 ( ( 5 ): ): 842 - - 851 . . DOI: 10.1016/j.automatica.2006.10.025 http://doi.org/10.1016/j.automatica.2006.10.025 . .

W Gueaieb , , , F Karray , , , S Al-Sharhan . . A robust hybrid intelligent position/force control scheme for cooperative manipulators . . IEEE/ASME Trans Mechatron , , 2007b . . 12 ( ( 2 ): ): 109 - - 125 . . DOI: 10.1109/TMECH.2007.892820 http://doi.org/10.1109/TMECH.2007.892820 . .

F Lewis , , , S Jagannathan , , , A Yesildirak . . Neural Network Control of Robot Manipulators and Non-linear Systems . . France:CRC Press , , 1998 . . p.1 - - 468 . . . .

Z Li , , , S Xiao , , , SS Ge , , , 等 . . Constrained multilegged robot system modeling and fuzzy control with uncertain kinematics and dynamics incorporating foot force optimization . . IEEE Trans Syst Man Cybern Syst , , 2015 . . 46 ( ( 1 ): ): 1 - - 15 . . DOI: 10.1109/TSMC.2015.2422267 http://doi.org/10.1109/TSMC.2015.2422267 . .

JF Liu , , , K Abdel-Malek . . Robust control of planar dual-arm cooperative manipulators . . Robot Comput-Integr Manuf , , 2000 . . 16 ( ( 2 ): ): 109 - - 119 . . DOI: 10.1016/S0736-5845(99)00043-5 http://doi.org/10.1016/S0736-5845(99)00043-5 . .

YC Liu . . Distributed synchronization for heterogeneous robots with uncertain kinematics and dynamics under switching topologies . . J Franklin Instit , , 2015 . . 352 ( ( 9 ): ): 3808 - - 3826 . . DOI: 10.1016/j.jfranklin.2014.11.018 http://doi.org/10.1016/j.jfranklin.2014.11.018 . .

YC Liu , , , MH Khong . . Adaptive control for nonlinear teleoperators with uncertain kinematics and dynamics . . IEEE/ASME Trans Mechatron , , 2015 . . 20 ( ( 5 ): ): 2550 - - 2562 . . DOI: 10.1109/TMECH.2015.2388555 http://doi.org/10.1109/TMECH.2015.2388555 . .

F Lizarralde , , , AC Leite , , , L Hsu , , , 等 . . Adaptive visual servoing scheme free of image velocity measurement for uncertain robot manipulators . . Automatica , , 2013 . . 49 ( ( 5 ): ): 1304 - - 1309 . . DOI: 10.1016/j.automatica.2013.01.047 http://doi.org/10.1016/j.automatica.2013.01.047 . .

R Mohajerpoor , , , M Rezaei , , , A Talebi , , , 等 . . A robust adaptive hybrid force/position control scheme of two planar manipulators handling an unknown object interacting with an environment . . Proc Instit Mech Eng Part Ⅰ J Syst Contr Eng , , 2011 . . 226 ( ( 4 ): ): 509 - - 522 . . DOI: 10.1177/0959651811424251 http://doi.org/10.1177/0959651811424251 . .

M Namvar , , , F Aghili . . Adaptive force-motion control of coordinated robots interacting with geometrically unknown environments . . IEEE Trans Robot , , 2005 . . 21 ( ( 4 ): ): 678 - - 694 . . DOI: 10.1109/TRO.2004.842346 http://doi.org/10.1109/TRO.2004.842346 . .

V Panwar , , , N Kumar , , , N Sukavanam , , , 等 . . Adaptive neural controller for cooperative multiple robot manipulator system manipulating a single rigid object . . Appl Soft Comput , , 2012 . . 12 ( ( 1 ): ): 216 - - 227 . . DOI: 10.1016/j.asoc.2011.08.051 http://doi.org/10.1016/j.asoc.2011.08.051 . .

IW Park , , , BJ Lee , , , SH Cho , , , 等 . . Laser-based kinematic calibration of robot manipulator using differential kinematics . . IEEE/ASME Trans Mechatron , , 2012 . . 17 ( ( 6 ): ): 1059 - - 1067 . . DOI: 10.1109/TMECH.2011.2158234 http://doi.org/10.1109/TMECH.2011.2158234 . .

J Park , , , IW Sandberg . . Universal approximation using radial-basis-function networks . . Neur Comput , , 1991 . . 3 ( ( 2 ): ): 246 - - 257 . . DOI: 10.1162/neco.1991.3.2.246 http://doi.org/10.1162/neco.1991.3.2.246 . .

V Parra-Vega , , , S Arimoto , , , YH Liu , , , 等 . . Dynamic sliding pid control for tracking of robot manipulators: theory and experiments . . IEEE Trans Robot Autom , , 2003 . . 19 ( ( 6 ): ): 967 - - 976 . . DOI: 10.1109/TRA.2003.819600 http://doi.org/10.1109/TRA.2003.819600 . .

CY Su , , , Y Stepanenko . . Adaptive sliding mode coordinated control of multiple robot arms attached to a constrained object . . IEEE Trans Syst Man Cybern , , 1995 . . 25 ( ( 5 ): ): 871 - - 878 . . DOI: 10.1109/21.376500 http://doi.org/10.1109/21.376500 . .

J Szewczyk , , , F Plumet , , , P Bidaud . . Planning and controlling cooperating robots through distributed impedance . . J Robot Syst , , 2002 . . 19 ( ( 6 ): ): 283 - - 297 . . DOI: 10.1002/rob.10041 http://doi.org/10.1002/rob.10041 . .

A Tavasoli , , , M Eghtesad , , , H Jafarian . . Two-time scale control and observer design for trajectory tracking of two cooperating robot manipulators moving a flexible beam . . Robot Auton Syst , , 2009 . . 57 ( ( 2 ): ): 212 - - 221 . . DOI: 10.1016/j.robot.2008.04.003 http://doi.org/10.1016/j.robot.2008.04.003 . .

YH Zhang , , , W Wei , , , YU Dan , , , 等 . . A tracking and predicting scheme for ping pong robot . . J Zhejiang Univ-Sci C (Comput & Electron) , , 2011 . . 12 ( ( 2 ): ): 110 - - 115 . . DOI: 10.1631/jzus.C0910528 http://doi.org/10.1631/jzus.C0910528 . .

D Zhao , , , S Li , , , Q Zhu . . Adaptive synchronised tracking control for multiple robotic manipulators with uncertain kinematics and dynamics . . Int J Syst Sci , , 2014a . . 47 ( ( 4 ): ): 1 - - 14 . . DOI: 10.1080/00207721.2014.906681 http://doi.org/10.1080/00207721.2014.906681 . .

D Zhao , , , W Ni , , , Q Zhu . . A framework of neural networks based consensus control for multiple robotic manipulators . . Neurocomputing , , 2014b . . 140 8 - - 18 . . DOI: 10.1016/j.neucom.2014.03.041 http://doi.org/10.1016/j.neucom.2014.03.041 . .

D Zhao , , , Q Zhu , , , N Li , , , 等 . . Synchronized control with neuro-agents for leader–follower based multiple robotic manipulators . . Neurocomputing , , 2014c . . 124 149 - - 161 . . DOI: 10.1016/j.neucom.2013.07.016 http://doi.org/10.1016/j.neucom.2013.07.016 . .

M Zribi , , , M Karkoub , , , L Huang . . Modelling and control of two robotic manipulators handling a constrained object . . Appl Math Model , , 2000 . . 24 ( ( 12 ): ): 881 - - 898 . . DOI: 10.1016/S0307-904X(00)00022-6 http://doi.org/10.1016/S0307-904X(00)00022-6 . .

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