Tri-Criteria Optimization Motion Planning at Acceleration-Level of Dual Redundant Manipulators

SUMMARY In order to solve joint-angle drift problem of dual redundant manipulators at acceleration-level, an acceleration-level tri-criteria optimization motion planning (ALTC-OMP) scheme is proposed, which combines the minimum acceleration norm, repetitive motion planning, and infinity-norm acceleration minimization solutions via weighting factor. This scheme can resolve the joint-angle drift problem of dual redundant manipulators which will arise in single criteria or bi-criteria scheme. In addition, the proposed scheme considers joint-velocity joint-acceleration physical limits. The proposed scheme can not only guarantee joint-velocity and joint-acceleration within their physical limits, but also ensure that final joint-velocity and joint-acceleration are near to zero. This scheme is realized by dual redundant manipulators which consist of left and right manipulators. In order to ensure the coordinated operation of manipulators, two motion planning problems are reformulated as two general quadratic program (QP) problems and further unified into one standard QP problem, which is solved by a simplified linear-variational-inequalities-based primal-dual neural network at the acceleration-level. Computer-simulation results based on dual PUMA560 redundant manipulators further demonstrate the effectiveness and feasibility of the proposed ALTC-OMP scheme to resolve joint-angle drift problem arising in the dual redundant manipulators.

[1]  Fan-Tien Cheng,et al.  Resolving manipulator redundancy under inequality constraints , 1994, IEEE Trans. Robotics Autom..

[2]  Shubao Liu,et al.  A Dual Neural Network for Bi-criteria Torque Optimization of Redundant Robot Manipulators , 2004, ICONIP.

[3]  Shuzhi Sam Ge,et al.  An acceleration-based weighting scheme for minimum-effort inverse kinematics of redundant manipulators , 2004, Proceedings of the 2004 IEEE International Symposium on Intelligent Control, 2004..

[4]  Yunong Zhang On the LVI-based primal-dual neural network for solving online linear and quadratic programming problems , 2005, Proceedings of the 2005, American Control Conference, 2005..

[5]  Shubao Liu,et al.  Bi-criteria torque optimization of redundant manipulators based on a simplified dual neural network , 2005, Proceedings. 2005 IEEE International Joint Conference on Neural Networks, 2005..

[6]  K. Madhava Krishna,et al.  Safe proactive plans and their execution , 2006, Robotics Auton. Syst..

[7]  Tamim Asfour,et al.  Imitation Learning of Dual-Arm Manipulation Tasks in Humanoid Robots , 2006, 2006 6th IEEE-RAS International Conference on Humanoid Robots.

[8]  Yunong Zhang,et al.  On the Simplified LVI-based Primal-Dual Neural Network for Solving LP and QP Problems , 2007, IEEE International Conference on Control and Automation.

[9]  Ke Chen,et al.  Cyclic Motion Planning of Redundant Robot Arms: Simple Extension of Performance Index May Not Work , 2008, 2008 Second International Symposium on Intelligent Information Technology Application.

[10]  Lei Zhang,et al.  Bi-criteria Velocity Minimization of Robot Manipulators Using a Linear Variational Inequalities-Based Primal-Dual Neural Network and PUMA560 Example , 2008, Adv. Robotics.

[11]  Yunong Zhang,et al.  Bi-criteria velocity minimization of robot manipulators using LVI-based primal-dual neural network and illustrated via PUMA560 robot arm , 2010, Robotica.

[12]  Yunong Zhang,et al.  Linear programming versus quadratic programming in robots' repetitive redundancy resolution: A chattering phenomenon investigation , 2009, 2009 4th IEEE Conference on Industrial Electronics and Applications.

[13]  Yunong Zhang,et al.  Infinity-norm acceleration minimization of robotic redundant manipulators using the LVI-based primal-dual neural network , 2009 .

[14]  Ke Chen,et al.  Author's Personal Copy Robotics and Autonomous Systems Repetitive Motion of Redundant Robots Planned by Three Kinds of Recurrent Neural Networks and Illustrated with a Four-link Planar Manipulator's Straight-line Example , 2022 .

[15]  Han-Pang Huang,et al.  Motion planning of a dual-arm mobile robot in the configuration-time space , 2009, 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[16]  Ge Xinfeng,et al.  Dynamics analyze of a dual-arm space robot system based on Kane's method , 2010, 2010 The 2nd International Conference on Industrial Mechatronics and Automation.

[17]  Steven Dubowsky,et al.  An Experimental Validation of Robotic Tactile Mapping in Harsh Environments such as Deep Sea Oil Well Sites , 2010, ISER.

[18]  Hee-Byoung Choi,et al.  Minimum infinity-norm joint velocity solutions for singularity-robust inverse kinematics , 2011 .

[19]  M. Moghavvemi,et al.  Manipulability Constraint Locus for a Six Degrees of Freedom Redundant Planar Manipulator , 2012, 2012 International Symposium on Computer, Consumer and Control.

[20]  Thomas Wimböck,et al.  Dual-Arm Manipulation , 2012, Towards Service Robots for Everyday Environments.

[21]  Dongsheng Guo,et al.  Different-level two-norm and infinity-norm minimization to remedy joint-torque instability/divergence for redundant robot manipulators , 2012, Robotics Auton. Syst..

[22]  Zhijun Zhang,et al.  Acceleration-Level Cyclic-Motion Generation of Constrained Redundant Robots Tracking Different Paths , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[23]  Maxim Likhachev,et al.  Search-based planning for dual-arm manipulation with upright orientation constraints , 2012, 2012 IEEE International Conference on Robotics and Automation.

[24]  Binghuang Cai,et al.  Different-Level Redundancy-Resolution and Its Equivalent Relationship Analysis for Robot Manipulators Using Gradient-Descent and Zhang 's Neural-Dynamic Methods , 2012, IEEE Transactions on Industrial Electronics.

[25]  Raza Ul Islam,et al.  An autonomous image-guided robotic system simulating industrial applications , 2012, 2012 7th International Conference on System of Systems Engineering (SoSE).

[26]  Yunong Zhang,et al.  Variable Joint-Velocity Limits of Redundant Robot Manipulators Handled by Quadratic Programming , 2013, IEEE/ASME Transactions on Mechatronics.

[27]  Ying Wang,et al.  Simultaneous repetitive motion planning of two redundant robot arms for acceleration-level cooperative manipulation , 2013 .

[28]  Darwin G. Caldwell,et al.  Model Validation of an Octopus Inspired Continuum Robotic Arm for Use in Underwater Environments , 2013 .

[29]  Aude Billard,et al.  Modeling robot discrete movements with state-varying stiffness and damping: A framework for integrated motion generation and impedance control , 2014, Robotics: Science and Systems.

[30]  Long Jin,et al.  ZE in iZ1eD1 manner for MKE redundancy resolution at velocity and acceleration levels , 2014, The 2014 2nd International Conference on Systems and Informatics (ICSAI 2014).

[31]  Cameron N. Riviere,et al.  Toward hybrid position/force control for an active handheld micromanipulator , 2014, 2014 IEEE International Conference on Robotics and Automation (ICRA).

[32]  Weijun Liu,et al.  Pseudoinverse-type bi-criteria minimization scheme for redundancy resolution of robot manipulators , 2014, Robotica.

[33]  Wei Lin,et al.  Remote master-slave control of a 6D manipulator for cardiac surgery application , 2014, 2014 IEEE International Conference on Robotics and Biomimetics (ROBIO 2014).

[34]  Dongsheng Guo,et al.  Acceleration-Level Inequality-Based MAN Scheme for Obstacle Avoidance of Redundant Robot Manipulators , 2014, IEEE Transactions on Industrial Electronics.

[35]  Mohammad Bagher Menhaj,et al.  An experimental study on the failure tolerant control of a redundant planar serial manipulator via pseudo-inverse approach , 2015, 2015 3rd RSI International Conference on Robotics and Mechatronics (ICROM).

[36]  Fan Yang,et al.  Motion planning and implementation for the self-recovery of an overturned multi-legged robot , 2015, Robotica.

[37]  Norbert Krüger,et al.  Multi-view object instance recognition in an industrial context , 2015, Robotica.

[38]  K. Madhava Krishna,et al.  Feasible acceleration count: A novel dynamic stability metric and its use in incremental motion planning on uneven terrain , 2016, Robotics Auton. Syst..

[39]  Toshiaki Tsuji,et al.  Dynamic Object Manipulation Considering Contact Condition of Robot With Tool , 2016, IEEE Transactions on Industrial Electronics.

[40]  Davide Nicolis,et al.  Constraint-Based and Sensorless Force Control With an Application to a Lightweight Dual-Arm Robot , 2016, IEEE Robotics and Automation Letters.

[41]  Manuel Domínguez Somonte,et al.  Design in robotics based in the voice of the customer of household robots , 2016, Robotics Auton. Syst..

[42]  Stéphane Caro,et al.  Collision-free workspace of parallel mechanisms based on an interval analysis approach , 2017, Robotica.

[43]  Saeid Nahavandi,et al.  Dynamic analysis of Hexarot: axis-symmetric parallel manipulator , 2017, Robotica.

[44]  S. Ali A. Moosavian,et al.  Modeling and control of an underactuated tractor–trailer wheeled mobile robot , 2017, Robotica.

[45]  Zhijun Zhang,et al.  Three Recurrent Neural Networks and Three Numerical Methods for Solving a Repetitive Motion Planning Scheme of Redundant Robot Manipulators , 2017, IEEE/ASME Transactions on Mechatronics.

[46]  Ferdinando Cannella,et al.  Theoretical and Kinematic Solution of High Reconfigurable Grasping for Industrial Manufacturing , 2017 .

[47]  Rong Ding,et al.  A multi-strategy path planner based on space accessibility , 2017, 2017 IEEE International Conference on Robotics and Biomimetics (ROBIO).

[48]  Jianping Yuan,et al.  Coordinated trajectory planning of dual-arm space robot using constrained particle swarm optimization , 2018 .

[49]  Xianwen Kong,et al.  A reconfigurable tri-prism mobile robot with eight modes , 2018, Robotica.

[50]  Yangmin Li,et al.  Kinematics, Dynamics, and Control of a Cable-Driven Hyper-Redundant Manipulator , 2018, IEEE/ASME Transactions on Mechatronics.

[51]  Xiaoming Sun,et al.  Adaptive operation-space control of redundant manipulators with joint limits avoidance , 2018, 2018 Tenth International Conference on Advanced Computational Intelligence (ICACI).

[52]  Hung Manh La,et al.  Automated robotic monitoring and inspection of steel structures and bridges , 2017, Robotica.

[53]  Yi He,et al.  Path Planning and Cooperative Control for Automated Vehicle Platoon Using Hybrid Automata , 2019, IEEE Transactions on Intelligent Transportation Systems.