Soft Robotics Enables Neuroprosthetic Hand Design.

Development and implementation of neuroprosthetic hands is a multidisciplinary field at the interface between humans and artificial robotic systems, which aims at replacing the sensorimotor function of the upper-limb amputees as their own. Although prosthetic hand devices with myoelectric control can be dated back to more than 70 years ago, their applications with anthropomorphic robotic mechanisms and sensory feedback functions are still at a relatively preliminary and laboratory stage. Nevertheless, a recent series of proof-of-concept studies suggest that soft robotics technology may be promising and useful in alleviating the design complexity of the dexterous mechanism and integration difficulty of multifunctional artificial skins, in particular, in the context of personalized applications. Here, we review the evolution of neuroprosthetic hands with the emerging and cutting-edge soft robotics, covering the soft and anthropomorphic prosthetic hand design and relating bidirectional neural interactions with myoelectric control and sensory feedback. We further discuss future opportunities on revolutionized mechanisms, high-performance soft sensors, and compliant neural-interaction interfaces for the next generation of neuroprosthetic hands.

[1]  N. Fang,et al.  Soft Actuators and Robots Enabled by Additive Manufacturing , 2023, Annual Review of Control, Robotics, and Autonomous Systems.

[2]  Aidan D. Roche,et al.  Upper limb prostheses: bridging the sensory gap , 2023, The Journal of hand surgery, European volume.

[3]  Fabien B. Wagner,et al.  Neuroprosthetics: from sensorimotor to cognitive disorders , 2023, Communications Biology.

[4]  Ningbin Zhang,et al.  A Biomimetic Soft‐Rigid Hybrid Finger with Autonomous Lateral Stiffness Enhancement , 2022, Adv. Intell. Syst..

[5]  Xuanhe Zhao,et al.  Hydrogel interfaces for merging humans and machines , 2022, Nature Reviews Materials.

[6]  Joran W. Booth,et al.  Multi-environment robotic transitions through adaptive morphogenesis , 2022, Nature.

[7]  Puchuan Tan,et al.  Artificial tactile perception smart finger for material identification based on triboelectric sensing , 2022, Science advances.

[8]  Guoying Gu,et al.  High‐Stretchability, Ultralow‐Hysteresis ConductingPolymer Hydrogel Strain Sensors for Soft Machines , 2022, Advanced materials.

[9]  Yei Hwan Jung,et al.  A wireless haptic interface for programmable patterns of touch across large areas of the skin , 2022, Nature Electronics.

[10]  G. Whitesides Soft Robotics. , 2018, Angewandte Chemie.

[11]  Zhuo Liu,et al.  Fingerprint-Shaped Triboelectric Tactile Sensor , 2022, SSRN Electronic Journal.

[12]  Jun Chen,et al.  Machine-Learning-Assisted Recognition on Bioinspired Soft Sensor Arrays. , 2022, ACS nano.

[13]  A. Bicchi,et al.  Comparison between rigid and soft poly-articulated prosthetic hands in non-expert myo-electric users shows advantages of soft robotics , 2021, Scientific Reports.

[14]  C. Keplinger,et al.  Shaping the future of robotics through materials innovation , 2021, Nature Materials.

[15]  Guoying Gu,et al.  Synergistic control of soft robotic hands for human-like grasp postures , 2021, Science China Technological Sciences.

[16]  Xiao-hua Ma,et al.  A Skin-Inspired Artificial Mechanoreceptor for Tactile Enhancement and Integration. , 2021, ACS nano.

[17]  Ahmed W. Shehata,et al.  Neurorobotic fusion of prosthetic touch, kinesthesia, and movement in bionic upper limbs promotes intrinsic brain behaviors , 2021, Science Robotics.

[18]  Yuanjin Zheng,et al.  Haptically Quantifying Young's Modulus of Soft Materials Using a Self‐Locked Stretchable Strain Sensor , 2021, Advanced materials.

[19]  Xiangyang Zhu,et al.  A soft neuroprosthetic hand providing simultaneous myoelectric control and tactile feedback , 2021, Nature Biomedical Engineering.

[20]  C. Majidi,et al.  Cutaneous Ionogel Mechanoreceptors for Soft Machines, Physiological Sensing, and Amputee Prostheses , 2021, Advanced materials.

[21]  G. Gabriel,et al.  Fully Inkjet-Printed Biosensors Fabricated with a Highly Stable Ink Based on Carbon Nanotubes and Enzyme-Functionalized Nanoparticles , 2021, Nanomaterials.

[22]  G. Malliaras,et al.  Conducting Polymer‐Ionic Liquid Electrode Arrays for High‐Density Surface Electromyography , 2021, Advanced healthcare materials.

[23]  S. Raspopovic,et al.  Sensory feedback for limb prostheses in amputees , 2021, Nature Materials.

[24]  Shiqiang Zhu,et al.  Self-powered soft robot in the Mariana Trench , 2021, Nature.

[25]  Dylan S. Shah,et al.  Highly stretchable multilayer electronic circuits using biphasic gallium-indium , 2021, Nature Materials.

[26]  Y. Chai,et al.  Permeable superelastic liquid-metal fibre mat enables biocompatible and monolithic stretchable electronics , 2021, Nature Materials.

[27]  Zhong Lin Wang,et al.  Self-powered electro-tactile system for virtual tactile experiences , 2021, Science Advances.

[28]  J. Rabaey,et al.  A wearable biosensing system with in-sensor adaptive machine learning for hand gesture recognition , 2020, Nature Electronics.

[29]  Yong-Lae Park,et al.  Heterogeneous sensing in a multifunctional soft sensor for human-robot interfaces , 2020, Science Robotics.

[30]  Shriya S. Srinivasan,et al.  Agonist-antagonist myoneural interface amputation preserves proprioceptive sensorimotor neurophysiology in lower limbs , 2020, Science Translational Medicine.

[31]  Xinjun Sheng,et al.  Multi-material 3D printing of caterpillar-inspired soft crawling robots with the pneumatically bellow-type body and anisotropic friction feet , 2020 .

[32]  G. Cheng,et al.  Nanomesh pressure sensor for monitoring finger manipulation without sensory interference , 2020, Science.

[33]  Clifford R. Pollock,et al.  Stretchable distributed fiber-optic sensors , 2020, Science.

[34]  Zhuo Liu,et al.  Refreshable Braille Display System Based on Triboelectric Nanogenerator and Dielectric Elastomer , 2020, Advanced Functional Materials.

[35]  H. Shea,et al.  Untethered Feel‐Through Haptics Using 18‐µm Thick Dielectric Elastomer Actuators , 2020, Advanced Functional Materials.

[36]  Jiaqing Xiong,et al.  Functional Fibers and Fabrics for Soft Robotics, Wearables, and Human–Robot Interface , 2020, Advanced materials.

[37]  N. Lu,et al.  Electrically compensated, tattoo-like electrodes for epidermal electrophysiology at scale , 2020, Science Advances.

[38]  Ningbin Zhang,et al.  3D printed, modularized rigid-flexible integrated soft finger actuators for anthropomorphic hands , 2020 .

[39]  Brendan B. Murphy,et al.  A Gel‐Free Ti3C2Tx‐Based Electrode Array for High‐Density, High‐Resolution Surface Electromyography , 2020, Advanced materials technologies.

[40]  Matija Štrbac,et al.  Amplitude versus spatially modulated electrotactile feedback for myoelectric control of two degrees of freedom , 2020, Journal of neural engineering.

[41]  Zheng Yan,et al.  Gesture recognition using a bioinspired learning architecture that integrates visual data with somatosensory data from stretchable sensors , 2020 .

[42]  Winnie Jensen,et al.  A Multiday Evaluation of Real-Time Intramuscular EMG Usability with ANN , 2020, Sensors.

[43]  Denny Oetomo,et al.  A practical 3D-printed soft robotic prosthetic hand with multi-articulating capabilities , 2020, PloS one.

[44]  Fumiya Iida,et al.  Electronic skins and machine learning for intelligent soft robots , 2020, Science Robotics.

[45]  Amirhossein H. Memar,et al.  PneuSleeve: In-fabric Multimodal Actuation and Sensing in a Soft, Compact, and Expressive Haptic Sleeve , 2020, CHI.

[46]  Xuanhe Zhao,et al.  3D printing of conducting polymers , 2020, Nature Communications.

[47]  Benjamin C. K. Tee,et al.  Bioinspired Prosthetic Interfaces , 2020, Advanced Materials Technologies.

[48]  Tao Wang,et al.  Design, Modeling, and Evaluation of Fabric-Based Pneumatic Actuators for Soft Wearable Assistive Gloves. , 2020, Soft robotics.

[49]  A. Rugy,et al.  Effect of vibration characteristics and vibror arrangement on the tactile perception of the upper arm in healthy subjects and upper limb amputees , 2019, Journal of NeuroEngineering and Rehabilitation.

[50]  Haiwen Luan,et al.  Skin-integrated wireless haptic interfaces for virtual and augmented reality , 2019, Nature.

[51]  Zhenan Bao,et al.  Electronic Skin: Recent Progress and Future Prospects for Skin‐Attachable Devices for Health Monitoring, Robotics, and Prosthetics , 2019, Advanced materials.

[52]  Nicolas Sommer,et al.  Shared human–robot proportional control of a dexterous myoelectric prosthesis , 2019, Nature Machine Intelligence.

[53]  Elizaveta V Okorokova,et al.  Biomimetic sensory feedback through peripheral nerve stimulation improves dexterous use of a bionic hand , 2019, Science Robotics.

[54]  Toshio Tsuji,et al.  A myoelectric prosthetic hand with muscle synergy–based motion determination and impedance model–based biomimetic control , 2019, Science Robotics.

[55]  Guoying Gu,et al.  Integrated Soft Ionotronic Skin with Stretchable and Transparent Hydrogel-Elastomer Ionic Sensors for Hand-Motion Monitoring. , 2019, Soft robotics.

[56]  Manuel G. Catalano,et al.  A Century of Robotic Hands , 2019, Annu. Rev. Control. Robotics Auton. Syst..

[57]  T. Someya,et al.  Toward a new generation of smart skins , 2019, Nature Biotechnology.

[58]  Dario Farina,et al.  Clinical Perspectives in Upper Limb Prostheses: An Update , 2019, Current Surgery Reports.

[59]  Loredana Zollo,et al.  Restoring tactile sensations via neural interfaces for real-time force-and-slippage closed-loop control of bionic hands , 2019, Science Robotics.

[60]  Xinjun Sheng,et al.  Prediction of finger kinematics from discharge timings of motor units: implications for intuitive control of myoelectric prostheses , 2019, Journal of neural engineering.

[61]  Ningbin Zhang,et al.  Fast‐Response, Stiffness‐Tunable Soft Actuator by Hybrid Multimaterial 3D Printing , 2019, Advanced Functional Materials.

[62]  Jean-Baptiste Mouret,et al.  Evolving embodied intelligence from materials to machines , 2019, Nat. Mach. Intell..

[63]  Xiangyang Zhu,et al.  Soft wall-climbing robots , 2018, Science Robotics.

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

[65]  Hong Liu,et al.  Improving the functionality, robustness, and adaptability of myoelectric control for dexterous motion restoration , 2018, Experimental Brain Research.

[66]  Oussama Khatib,et al.  A hierarchically patterned, bioinspired e-skin able to detect the direction of applied pressure for robotics , 2018, Science Robotics.

[67]  A. Spence,et al.  Leveraging elastic instabilities for amplified performance: Spine-inspired high-speed and high-force soft robots , 2018, Science Advances.

[68]  David J. Levine,et al.  Elastomeric passive transmission for autonomous force-velocity adaptation applied to 3D-printed prosthetics , 2018, Science Robotics.

[69]  Matteo Bianchi,et al.  The SoftHand Pro: Functional evaluation of a novel, flexible, and robust myoelectric prosthesis , 2018, PloS one.

[70]  Massimo Totaro,et al.  Toward Perceptive Soft Robots: Progress and Challenges , 2018, Advanced science.

[71]  Ling Li,et al.  SkinGest: artificial skin for gesture recognition via filmy stretchable strain sensors* , 2018, Adv. Robotics.

[72]  Kevin C. Galloway,et al.  Assisting hand function after spinal cord injury with a fabric-based soft robotic glove , 2018, Journal of NeuroEngineering and Rehabilitation.

[73]  Dario Farina,et al.  Simultaneous control of multiple functions of bionic hand prostheses: Performance and robustness in end users , 2018, Science Robotics.

[74]  Nitish V. Thakor,et al.  Prosthesis with neuromorphic multilayered e-dermis perceives touch and pain , 2018, Science Robotics.

[75]  Paolo Dario,et al.  Biomedical applications of soft robotics , 2018, Nature Reviews Materials.

[76]  Conor J. Walsh,et al.  Human-in-the-loop development of soft wearable robots , 2018, Nature Reviews Materials.

[77]  Xiaodong Chen,et al.  Plasticizing Silk Protein for On‐Skin Stretchable Electrodes , 2018, Advanced materials.

[78]  Katia Bertoldi,et al.  Kirigami skins make a simple soft actuator crawl , 2018, Science Robotics.

[79]  Silvestro Micera,et al.  A closed-loop hand prosthesis with simultaneous intraneural tactile and position feedback , 2018, Science Robotics.

[80]  Ruya Li,et al.  Imperceptible Epidermal–Iontronic Interface for Wearable Sensing , 2018, Advanced materials.

[81]  Metin Sitti,et al.  Small-scale soft-bodied robot with multimodal locomotion , 2018, Nature.

[82]  Dapeng Yang,et al.  A synthetic framework for evaluating and designing an anthropomorphic prosthetic hand , 2018 .

[83]  Robert J. Wood,et al.  Fluid-driven origami-inspired artificial muscles , 2017, Proceedings of the National Academy of Sciences.

[84]  Li Wen,et al.  A biorobotic adhesive disc for underwater hitchhiking inspired by the remora suckerfish , 2017, Science Robotics.

[85]  Allison M. Okamura,et al.  A soft robot that navigates its environment through growth , 2017, Science Robotics.

[86]  Christian Antfolk,et al.  A review of invasive and non-invasive sensory feedback in upper limb prostheses , 2017, Expert review of medical devices.

[87]  H. Herr,et al.  On prosthetic control: A regenerative agonist-antagonist myoneural interface , 2017, Science Robotics.

[88]  Zefeng Chen,et al.  Flexible Piezoelectric-Induced Pressure Sensors for Static Measurements Based on Nanowires/Graphene Heterostructures. , 2017, ACS nano.

[89]  Dario Farina,et al.  Man/machine interface based on the discharge timings of spinal motor neurons after targeted muscle reinnervation , 2017, Nature Biomedical Engineering.

[90]  Xiangyang Zhu,et al.  A survey on dielectric elastomer actuators for soft robots , 2017, Bioinspiration & biomimetics.

[91]  Fionnuala Connolly,et al.  Automatic design of fiber-reinforced soft actuators for trajectory matching , 2016, Proceedings of the National Academy of Sciences.

[92]  Matteo Cianchetti,et al.  Soft robotics: Technologies and systems pushing the boundaries of robot abilities , 2016, Science Robotics.

[93]  Stephen T. Foldes,et al.  Intracortical microstimulation of human somatosensory cortex , 2016, Science Translational Medicine.

[94]  Zhenan Bao,et al.  Pursuing prosthetic electronic skin. , 2016, Nature materials.

[95]  Robert J. Wood,et al.  An integrated design and fabrication strategy for entirely soft, autonomous robots , 2016, Nature.

[96]  Jeong-Yun Sun,et al.  Highly stretchable, transparent ionic touch panel , 2016, Science.

[97]  Matteo Bianchi,et al.  Hand synergies: Integration of robotics and neuroscience for understanding the control of biological and artificial hands. , 2016, Physics of life reviews.

[98]  Loredana Zollo,et al.  Literature Review on Needs of Upper Limb Prosthesis Users , 2016, Front. Neurosci..

[99]  Sanlin S. Robinson,et al.  Highly stretchable electroluminescent skin for optical signaling and tactile sensing , 2016, Science.

[100]  Daniel Tan,et al.  Sensory feedback by peripheral nerve stimulation improves task performance in individuals with upper limb loss using a myoelectric prosthesis , 2016, Journal of neural engineering.

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

[102]  Hannes P. Saal,et al.  Biomimetic approaches to bionic touch through a peripheral nerve interface , 2015, Neuropsychologia.

[103]  Guohong Chai,et al.  Characterization of evoked tactile sensation in forearm amputees with transcutaneous electrical nerve stimulation , 2015, Journal of neural engineering.

[104]  Takao Someya,et al.  Printable elastic conductors with a high conductivity for electronic textile applications , 2015, Nature Communications.

[105]  Alicia J. Davis,et al.  Surveying the interest of individuals with upper limb loss in novel prosthetic control techniques , 2015, Journal of NeuroEngineering and Rehabilitation.

[106]  Xinjun Sheng,et al.  User adaptation in long-term, open-loop myoelectric training: implications for EMG pattern recognition in prosthesis control , 2015, Journal of neural engineering.

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

[108]  M. Keith,et al.  A neural interface provides long-term stable natural touch perception , 2014, Science Translational Medicine.

[109]  Dario Farina,et al.  Bionic Limbs: Clinical Reality and Academic Promises , 2014, Science Translational Medicine.

[110]  Max Ortiz-Catalan,et al.  An osseointegrated human-machine gateway for long-term sensory feedback and motor control of artificial limbs , 2014, Science Translational Medicine.

[111]  George M. Whitesides,et al.  Soft Robotics: Pneumatic Networks for Soft Robotics that Actuate Rapidly (Adv. Funct. Mater. 15/2014) , 2014 .

[112]  Dario Farina,et al.  Virtual Grasping: Closed-Loop Force Control Using Electrotactile Feedback , 2014, Comput. Math. Methods Medicine.

[113]  D. Ginty,et al.  The Sensory Neurons of Touch , 2013, Neuron.

[114]  Christian Antfolk,et al.  Sensory feedback in upper limb prosthetics , 2013, Expert review of medical devices.

[115]  Nicolas Y. Masse,et al.  Reach and grasp by people with tetraplegia using a neurally controlled robotic arm , 2012, Nature.

[116]  Filip Ilievski,et al.  Multigait soft robot , 2011, Proceedings of the National Academy of Sciences.

[117]  T. Kuiken,et al.  Neural Interfaces for Control of Upper Limb Prostheses: The State of the Art and Future Possibilities , 2011, PM & R : the journal of injury, function, and rehabilitation.

[118]  G. Smit,et al.  Efficiency of Voluntary Closing Hand and Hook Prostheses , 2010, Prosthetics and orthotics international.

[119]  J. Randall Flanagan,et al.  Coding and use of tactile signals from the fingertips in object manipulation tasks , 2009, Nature Reviews Neuroscience.

[120]  Dario Farina,et al.  Analysis of intramuscular electromyogram signals , 2009, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[121]  Christine Connolly,et al.  Prosthetic hands from Touch Bionics , 2008, Ind. Robot.

[122]  E. Biddiss,et al.  Upper limb prosthesis use and abandonment: A survey of the last 25 years , 2007, Prosthetics and orthotics international.

[123]  John A. Rogers,et al.  Inorganic Semiconductors for Flexible Electronics , 2007 .

[124]  Roll Jp,et al.  Proprioceptive sensory codes mediating movement trajectory perception: human hand vibration-induced drawing illusions. , 1995, Canadian journal of physiology and pharmacology.

[125]  Ningbin Zhang,et al.  Restoring finger-specific tactile sensations with a sensory soft neuroprosthetic hand through electrotactile stimulation , 2022, Soft Science.

[126]  Weiqing Yang,et al.  Cowpea-structured PVDF/ZnO nanofibers based flexible self-powered piezoelectric bending motion sensor towards remote control of gestures , 2019, Nano Energy.

[127]  Z. Suo,et al.  Hydrogel ionotronics , 2018, Nature Reviews Materials.

[128]  L. Körner,et al.  Afferent electrical nerve stimulation for sensory feedback in hand prostheses. Clinical and physiological aspects. , 1979, Acta orthopaedica Scandinavica. Supplementum.