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Multi-Layer Deformable Design for Prosthetic Hands
           kinematics and dynamics of the human hand, while soft   A fast template matching approach is proposed to obtain
           robotic hands are deformable and inherently safer.  the 3D models of bones, as well as a concentric  tube-
               However, despite the recent notable process in soft   based structure as the 3D model of tissues. Besides, an
           actuators and materials, object grasping and manipulations,   underactuated system, which simplifies previous complex
           such as the dexterous movement of objects within the hand,   motion control systems [14,22] , is introduced in this paper.
           remain challenging . The lack of actuators equivalent in   Table  1  summarizes  the  differences  between  the
                           [17]
           size to human hands, might be an issue to applications,   proposed design and other robotic hands. To the best of our
           such as social robotics and prosthetic hand. Besides, the   knowledge, this paper proposes the first customizable 3D
           customization of existing robotic hands is not easy, which   printing multi-layer design for robotic hands. The proposed
           means that many of them are built with predefined shapes   design allows us to fully take the advantage of soft robotic
           and sizes, instead of a target given on-the-fly.    hands in deformation. We conducted extensive experiments,
               To tackle the above issues, we propose to combine the   including the standard Feix object grasping test [26]  and the
           advantages of both rigid and soft robotic hands, especially the   trajectory test, to demonstrate that our design can effectively
           human-like mechanism of rigid hands and the deformability   simulate the functionality of the human hand. Due to the
           of soft hands. We consider human hand as the template   deformability of our design, special objects, including
           because its kinematics and dynamics are well-studied, while   extremely fragile silken tofu, smooth marbles, and tiny
           the deformability provides more reliable contacts for object   screw caps, can be grasped by our fabricated hand.
           grasping and manipulation.  We notice that most of the   In summary, the contributions  of this paper are
           existing methods assume that the functionalities of human   threefold:
           hand can be realized by a single structure (e.g.  Shadow   i.  We propose a multi-layer robotic hand design, which
           hand has a single rigid structure representing phalanges).   combines the stability of rigid hands (via the bone
           Such an assumption actually increases the complexity of   layer)  and the deformability  of soft hands (via the
           the design process and limits the candidate materials for   tissue layer).
           fabrication, as various mechanical structures and actuators   ii.  We introduce  a fast template  matching  method to
           need to be compatible and integrated. Therefore, instead   generate the customizable 3D models of bones and
           of relying on a single structure, we propose a novel multi-  tissues, which reduces the cost and complexity  of
           layer design, which highly replicates the anatomy of the   robotic hand fabrication. A simplified underactuated
           human hand. Our design is composed of three layers,    system  of 15 degrees  of freedom  (DOFs) and  6
           namely, bone, tissue, and skin, and each of them is devised   degrees of actuation (DOAs) is proposed as well.
           for a particular purpose: the bone layer serves as the rigid,   iii.  The proposed tissue layer provides our robotic hand
           supportive structure and is attached to actuators to enable   with the notable deformability, which is validated via
           object grasping; the tissue layer is made of soft materials to   the contact models of our robotic hand and extensive
           guarantee the deformability of the hand; and the skin layer   experiments.  Compared  with existing  prosthetic
           provides the human-like appearance.                    robotic hand solutions, our design provides a rapid
               To ensure that the proposed design can be          and low-cost way to fabricate a customized robotic
           fabricated efficiently, we exploit the advantages of three-  hand with deformable tissues.
           dimensional (3D) scanning and 3D printing in rapid and
           adaptable fabrication [18-21] .  There  are  a  few available   2. Materials and methods
           3D  printable materials for prosthetic hand fabrication,   2.1. The multi-layer deformable design
           such as Formlabs TM  Clear and Durable that have similar
           hardness as bones, and Formlabs TM  Flexible and Elastic   The  goals  of  our  robotic  hands  are  dual:  first,  the
           that  is  similar  to  human  tissue  in  terms  of  flexibility.   modeling process of our robotic hands should be fast and

           Table 1. Comparison of the proposed design with other robotic hands
           Model              Skin           Tissue            Bone          Actuator           Joint type
           Shadow hand [3]    N.A.           Rigid structures                E-motor+tendon     Rigid
           EXMART hand  [23]  N.A.           Rigid structures                E-motor+tendon     Dislocatable
           RBO hand V2 [5]    N.A.           Soft materials                  Pneumatic motor    Soft continuous
           Soft robotic hand  N.A.           Soft materials                  Shape memory alloy  Soft continuous
           Biomimetic hand [13]  N.A.        N.A.             Rigid materials  E-motor+tendon   Flexible
           ACB hand [24]      N.A.           N.A.             PolyJet, resin  E-motor+tendon    Flexible
           Nadine hand V4 [25]  Silicone rubber  Flexible materials          E-motor+tendon     Rigid
           Ours               Silicone rubber  Elastic materials  Rigid materials  E-motor+tendon  Flexible

           10                          International Journal of Bioprinting (2022)–Volume 8, Issue 1
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