A Soft-Robotic Approach to Anthropomorphic Robotic Hand Dexterity

Soft robotics is quickly emerging in anthropomorphic robotic hand design, with innovative soft robot hands reported to achieve a remarkably large subset of human hand dexterity, despite their substantially lower mechanistic sophistication compared to conventional rigid or underactuated robotic hands. More interestingly, soft robot hands were most successful in reproducing object grasping, rather than in-hand manipulation tasks. Inspired by this notable advance, this paper investigated the soft robotic approach, on the influence of passive compliance to functional dexterity, offering insights to their efficacy and addressing the remaining gaps to fully replicating human hand dexterous motions. A novel soft robotic hand, BCL-26, with 26 independent degrees of freedom was then proposed, replicating the human hand model. The BCL-26 hand achieved full scores in different aspects of functional dexterity measures, on GRASP taxonomy, thumb dexterity, and in-hand manipulation. Completed with proprietary actuation and control, the overall BCL-26 hand system facilitated further investigations from the influence of passive compliance achieving in-hand manipulation/writing, to fully independent control of all finger joints, and to metacarpal extension enabled by the soft robotic approach. The BCL-26 hand, as a new soft-robotic addition to mechanistically exact human hand replicas, had demonstrated the promising potentials of soft robotics, it also enabled investigating the dexterities of robotic and human hand.

[1]  J. M. Hunter,et al.  Rehabilitation of the hand : surgery and therapy , 1995 .

[2]  Gi Sang Choi,et al.  A study on tracking position control of pneumatic actuators , 2002 .

[3]  Zheng Wang,et al.  A Soft-Robotic Gripper With Enhanced Object Adaptation and Grasping Reliability , 2017, IEEE Robotics and Automation Letters.

[4]  J. A. E. Hughes,et al.  An anthropomorphic soft skeleton hand exploiting conditional models for piano playing , 2018, Science Robotics.

[5]  Daniela Rus Fine motion planning for dexterous manipulation , 1992 .

[6]  T. Muthuramalingam,et al.  A review on recent research trends in servo pneumatic positioning systems , 2017 .

[7]  Kevin C. Galloway,et al.  Interaction Forces of Soft Fiber Reinforced Bending Actuators , 2017, IEEE/ASME Transactions on Mechatronics.

[8]  Maxwell Herman,et al.  The Soft Robotics Toolkit: Strategies for Overcoming Obstacles to the Wide Dissemination of Soft-Robotic Hardware , 2017, IEEE Robotics & Automation Magazine.

[9]  Robert D. Howe,et al.  A compliant, underactuated hand for robust manipulation , 2013, Int. J. Robotics Res..

[10]  Matei T. Ciocarlie,et al.  Hand Posture Subspaces for Dexterous Robotic Grasping , 2009, Int. J. Robotics Res..

[11]  Yingtian Li,et al.  Novel Variable-Stiffness Robotic Fingers with Built-In Position Feedback. , 2017, Soft robotics.

[12]  Paolo Dario,et al.  Soft Robot Arm Inspired by the Octopus , 2012, Adv. Robotics.

[13]  Yildirim Hurmuzlu,et al.  A High Performance Pneumatic Force Actuator System: Part II—Nonlinear Controller Design , 2000 .

[14]  Aaron M. Dollar,et al.  Performance characteristics of anthropomorphic prosthetic hands , 2011, 2011 IEEE International Conference on Rehabilitation Robotics.

[15]  J. Fischer,et al.  The Prehensile Movements of the Human Hand , 2014 .

[16]  J. Colditz Anatomic Considerations for Splinting the Thumb , 2011 .

[17]  Jacob L. Segil,et al.  Mechanical design and performance specifications of anthropomorphic prosthetic hands: a review. , 2013, Journal of rehabilitation research and development.

[18]  Maria Chiara Carrozza,et al.  Biomechatronic Design and Control of an Anthropomorphic Artificial Hand for Prosthetic and Robotic Applications , 2007 .

[19]  J. Napier The prehensile movements of the human hand. , 1956, The Journal of bone and joint surgery. British volume.

[20]  Yildirim Hurmuzlu,et al.  A High Performance Pneumatic Force Actuator System: Part I—Nonlinear Mathematical Model , 2000 .

[21]  Zheng Wang,et al.  BCL-13: A 13-DOF Soft Robotic Hand for Dexterous Grasping and In-Hand Manipulation , 2018, IEEE Robotics and Automation Letters.

[22]  Monica Malvezzi,et al.  The Closure Signature: A Functional Approach to Model Underactuated Compliant Robotic Hands , 2018, IEEE Robotics and Automation Letters.

[23]  Jianlong Zhang,et al.  Sliding mode approach to PWM-controlled pneumatic systems , 2002, Proceedings of the 2002 American Control Conference (IEEE Cat. No.CH37301).

[24]  Marc H Schieber,et al.  Hand function: peripheral and central constraints on performance. , 2004, Journal of applied physiology.

[25]  Xiaojiao Chen,et al.  Fiber-Reinforced Origamic Robotic Actuator. , 2017, Soft robotics.

[26]  Bram Vanderborght,et al.  Sliding mode control of a “Soft” 2-DOF Planar Pneumatic Manipulator , 2008 .

[27]  Antonio Bicchi,et al.  Hands for dexterous manipulation and robust grasping: a difficult road toward simplicity , 2000, IEEE Trans. Robotics Autom..

[28]  Sergey Levine,et al.  Learning dexterous manipulation for a soft robotic hand from human demonstrations , 2016, 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).

[29]  Robert D. Howe,et al.  Joint coupling design of underactuated hands for unstructured environments , 2011, Int. J. Robotics Res..

[30]  Roland Siegwart,et al.  The hand of the DLR Hand Arm System: Designed for interaction , 2012, Int. J. Robotics Res..

[31]  Emanuel Todorov,et al.  Design of a highly biomimetic anthropomorphic robotic hand towards artificial limb regeneration , 2016, 2016 IEEE International Conference on Robotics and Automation (ICRA).

[32]  D. Rus,et al.  Design, fabrication and control of soft robots , 2015, Nature.

[33]  Aaron M. Dollar,et al.  On dexterity and dexterous manipulation , 2011, 2011 15th International Conference on Advanced Robotics (ICAR).

[34]  Robert J. Wood,et al.  Soft robotic glove for combined assistance and at-home rehabilitation , 2015, Robotics Auton. Syst..

[35]  Tamim Asfour,et al.  A new anthropomorphic robotic hand , 2008, Humanoids 2008 - 8th IEEE-RAS International Conference on Humanoid Robots.

[36]  Paolo Dario,et al.  Design and development of an underactuated prosthetic hand , 2002, Proceedings 2002 IEEE International Conference on Robotics and Automation (Cat. No.02CH37292).

[37]  Aaron M. Dollar,et al.  A Hand-Centric Classification of Human and Robot Dexterous Manipulation , 2013, IEEE Transactions on Haptics.

[38]  Xiang Gao,et al.  Design study of an adaptive Fuzzy-PD controller for pneumatic servo system , 2005 .

[39]  Zheng Wang,et al.  Intuitive Control of Humanoid Soft-Robotic Hand BCL-13 , 2018, 2018 IEEE-RAS 18th International Conference on Humanoid Robots (Humanoids).

[40]  Oliver Brock,et al.  A novel type of compliant and underactuated robotic hand for dexterous grasping , 2016, Int. J. Robotics Res..

[41]  Kyu-Jin Cho,et al.  SBC Hand: A Lightweight Robotic Hand with an SMA Actuator Array implementing C-segmentation , 2007, Proceedings 2007 IEEE International Conference on Robotics and Automation.

[42]  Danica Kragic,et al.  The GRASP Taxonomy of Human Grasp Types , 2016, IEEE Transactions on Human-Machine Systems.

[43]  A. Kapandji Clinical evaluation of the thumb's opposition , 1992 .

[44]  S. Shankar Sastry,et al.  On motion planning for dexterous manipulation. I. The problem formulation , 1989, Proceedings, 1989 International Conference on Robotics and Automation.

[45]  Y. Matsuoka,et al.  Mechanisms of the Anatomically Correct Testbed Hand , 2013, IEEE/ASME Transactions on Mechatronics.

[46]  Thea Iberall,et al.  The nature of human prehension: Three dextrous hands in one , 1987, Proceedings. 1987 IEEE International Conference on Robotics and Automation.

[47]  Rafael Aracil,et al.  Simplified human hand models based on grasping analysis , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[48]  Kaspar Althoefer,et al.  Tactile sensing for dexterous in-hand manipulation in robotics-A review , 2011 .

[49]  Robert J. Wood,et al.  Mechanical and electrical numerical analysis of soft liquid-embedded deformation sensors analysis , 2014 .

[50]  Minoru Asada,et al.  Anthropomorphic robotic soft fingertip with randomly distributed receptors , 2006, Robotics Auton. Syst..

[51]  Haruhisa Kawasaki,et al.  Dexterous anthropomorphic robot hand with distributed tactile sensor: Gifu hand II , 1999, IEEE SMC'99 Conference Proceedings. 1999 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.99CH37028).

[52]  Guido Bugmann,et al.  Classification of Finger Movements for the Dexterous Hand Prosthesis Control With Surface Electromyography , 2013, IEEE Journal of Biomedical and Health Informatics.

[53]  Tracy L. Kivell,et al.  Evidence in hand: recent discoveries and the early evolution of human manual manipulation , 2015, Philosophical Transactions of the Royal Society B: Biological Sciences.

[54]  Charles A. Klein,et al.  Dexterity Measures for the Design and Control of Kinematically Redundant Manipulators , 1987 .

[55]  J. F. Soechting,et al.  Postural Hand Synergies for Tool Use , 1998, The Journal of Neuroscience.

[56]  Veljko Potkonjak,et al.  Redundancy problem in writing: from human to anthropomorphic robot arm , 1998, IEEE Trans. Syst. Man Cybern. Part B.

[57]  Nguyen Thanh Nam,et al.  A New Approach of the Online Tuning Gain Scheduling Nonlinear PID Controller Using Neural Network , 2011 .

[58]  Robert J. Wood,et al.  Modeling of Soft Fiber-Reinforced Bending Actuators , 2015, IEEE Transactions on Robotics.

[59]  Oliver Brock,et al.  Mass control of pneumatic soft continuum actuators with commodity components , 2016, 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).

[60]  Kevin O'Brien,et al.  Optoelectronically innervated soft prosthetic hand via stretchable optical waveguides , 2016, Science Robotics.

[61]  Mary W Marzke,et al.  Tool making, hand morphology and fossil hominins , 2013, Philosophical Transactions of the Royal Society B: Biological Sciences.

[62]  Mark R. Cutkosky,et al.  On grasp choice, grasp models, and the design of hands for manufacturing tasks , 1989, IEEE Trans. Robotics Autom..

[63]  Daniela Rus,et al.  A Recipe for Soft Fluidic Elastomer Robots , 2015, Soft robotics.

[64]  Jianshu Zhou,et al.  A Grasping Component Mapping Approach for Soft Robotic End-Effector Control , 2019, 2019 2nd IEEE International Conference on Soft Robotics (RoboSoft).

[65]  Ji-Hun Bae,et al.  KITECH-Hand: A Highly Dexterous and Modularized Robotic Hand , 2017, IEEE/ASME Transactions on Mechatronics.

[66]  Filip Ilievski,et al.  Soft robotics for chemists. , 2011, Angewandte Chemie.

[67]  CianchettiMatteo,et al.  A Bioinspired Soft Robotic Gripper for Adaptable and Effective Grasping , 2015 .

[68]  Allison M. Okamura,et al.  An overview of dexterous manipulation , 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065).

[69]  Robert J. Wood,et al.  Soft Robotic Grippers for Biological Sampling on Deep Reefs , 2016, Soft robotics.

[70]  Michael Vande Weghe,et al.  The ACT Hand: design of the skeletal structure , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[71]  Vijay Kumar,et al.  Robotic grasping and contact: a review , 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065).

[72]  MajidiCarmel,et al.  Soft Robotics: A Perspective—Current Trends and Prospects for the Future , 2014 .

[73]  Zheng Wang,et al.  Soft-Actuator-Based Robotic Joint for Safe and Forceful Interaction With Controllable Impact Response , 2018, IEEE Robotics and Automation Letters.

[74]  Hong Liu,et al.  Multisensory five-finger dexterous hand: The DLR/HIT Hand II , 2008, 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[75]  Behzad Taheri,et al.  Force and Stiffness Backstepping-Sliding Mode Controller for Pneumatic Cylinders , 2014, IEEE/ASME Transactions on Mechatronics.

[76]  Matei T. Ciocarlie,et al.  The Columbia grasp database , 2009, 2009 IEEE International Conference on Robotics and Automation.

[77]  Zheng Wang,et al.  Customizable Three-Dimensional-Printed Origami Soft Robotic Joint With Effective Behavior Shaping for Safe Interactions , 2019, IEEE Transactions on Robotics.

[78]  Aaron M. Dollar,et al.  A modular, open-source 3D printed underactuated hand , 2013, 2013 IEEE International Conference on Robotics and Automation.

[79]  Antonio Bicchi,et al.  Modelling natural and artificial hands with synergies , 2011, Philosophical Transactions of the Royal Society B: Biological Sciences.

[80]  WeiYing,et al.  A Novel, Variable Stiffness Robotic Gripper Based on Integrated Soft Actuating and Particle Jamming , 2016 .

[81]  Pascal Bigras,et al.  LuGre model-based friction compensation and positioning control for a pneumatic actuator using multi-objective output-feedback control via LMI optimization , 2009 .

[82]  Chris Lovchik,et al.  The Robonaut hand: a dexterous robot hand for space , 1999, Proceedings 1999 IEEE International Conference on Robotics and Automation (Cat. No.99CH36288C).

[83]  Robert D. Howe,et al.  The Highly Adaptive SDM Hand: Design and Performance Evaluation , 2010, Int. J. Robotics Res..

[84]  Ruifeng Li,et al.  Writing skills transfer from human to robot using stiffness extracted from sEMG , 2015, 2015 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems (CYBER).

[85]  Chang Li,et al.  Design and Fabrication of a Soft Robotic Hand With Embedded Actuators and Sensors , 2015 .

[86]  Caihua Xiong,et al.  Mechanical Implementation of Kinematic Synergy for Continual Grasping Generation of Anthropomorphic Hand , 2015, IEEE/ASME Transactions on Mechatronics.

[87]  Christian Cipriani,et al.  Principal components analysis based control of a multi-dof underactuated prosthetic hand , 2010, Journal of NeuroEngineering and Rehabilitation.

[88]  Thananchai Leephakpreeda Fuzzy logic based PWM control and neural controlled-variable estimation of pneumatic artificial muscle actuators , 2011, Expert Syst. Appl..