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Multi-Layer Deformable Design for Prosthetic Hands
           robotic  hand completes  most grasp types with  high   of deformability  and compared the proposed structure
           success rates (rates >80%). Furthermore, the performance   with other methods.
           of the  proposed robotic  hand is superior  to that  of the   First, we considered two 3D printing materials for
           InMoov hand and the Nadine’s hand V4 with all 33 grasp   comparison, namely, the flexible material which is used
           types. Note that the number of actuators of the proposed   by the Nadine’s hand V4, and polylactic acid which is
           robotic hand is equal to that of Nadine’s hand V4 (i.e., 6   used by InMoov hand. As demonstrated in Figure 7, the
           actuators), indicating that the success of our robotic hand   deformation curves of these two materials are far away
           mainly comes from the deformable multi-layer design.  from  those  of  the  human  finger. As  mentioned  above,
                                                               the soft material the proposed robotic hand used is still
           3.2. Ablation study of the multi-layer design       harder than human tissues, and hence, merely using
           To provide an insight into the effectiveness of the multi-  this material with the solid structure cannot achieve the
           layer  design, we further conducted  an ablation  study   desirable deformability. On the other hand, with the tube-
           in  which  the  robotic  hands  with  different  layers  were   based structure, the deformability of the tissue layer was
           evaluated.  Specifically,  we  performed  the  test  of  33   improved greatly.
           grasping gestures with 3 variants of our design, including   More importantly, the experimental results suggest
           a Bone-only design, a Bone + tissue design, and a Bone   that the proposed design can explicitly  control its
           + skin design.                                      deformability through setting σ, the thickness of tubes. We
                                                               report the deformation curves of σ = [0.3 0.4 0.5 0.6 0.8]
               Figure  6 demonstrates  the results of the ablation
           study. We observe that the bone-only design failed with   in Figure 7. It can be observed that the deformability of
                                                               the proposed robotic hand is inversely proportional to σ.
           multiple grasp types, such as prismatic finger, extension,   With σ = 0.4, we can obtain the tissue layer which has the
           and writing tripod. This again validates the opinion that   deformation  curves approximating  those of the human
           single  layer/structure  robotic  hands are  hard to  fully   finger.
           imitate  the  ability  of  human  hands.  Nevertheless,  with   As emphasized previously, the deformability  of
           an extra layer of skin or tissue, the proposed design   robotic hand is the key to grasping objects of various
           obtained the significant performance gains, for example,   textures and weights. To validate this, we also conducted
           the success rate of the “prismatic 3 finger” type raised   five experiments on grasping special objects, and include
           from below 20% to higher than 80%. The design with all   InMoov hand, Nadine Hand V3 and V4, and the proposed
           three layers obtained the highest success rates. Based on   robotic  hand without  the tissue layer  for comparison.
           these results, it can conclude that the multi-layer design is   The  experimental  results  of  the  five  experiments  are
           a practicable solution for robotic hands.           summarized  in  Table  2, and further  descriptions  are
           3.3. Deformability of the tissue layer              shown in the following:
                                                                   Task A: Side pinch a fragile silken tofu block. This
               The  deformability  of the  proposed robotic  hands   task is introduced to demonstrate the benefits of soft and
           was determined by the tissue layer. To demonstrate that   deformable materials, since rigid robotic hands without
           the proposed concentric tube structure for the tissue layer   the tissue layer will crush the tofu block.
           can effectively simulate the deformability of the human   Task B: Side pinch smooth marbles with diameter of
           hand, we adopted the deformation curve as the measure   16 mm and 24 mm. This task is designed to validate that

           Table 2. Comparison of the deformability of various robotic hand designs
                                           InMoov hand Nadine hand V3    Nadine   Ours without tissue  Ours
                                                                         hand V4
           Task A: Side pinch silken tofu       x              x           ✓              x             ✓
           Task B: Side pinch marble            x              x           ✓              x             ✓
           Task C: Side pinch water bottle (g)  250           200          50            200            450
           Task D: Fingertip pinch screws       x              x           ✓              x             ✓
           Task E: Press and pick up M1 screw   x              x            x             x             ✓
           cap
           Maximum deformation length (x : y,   2 : 5         2 : 2     4.78 : 5.79      2 : 5       13.3 : 15.7
           in mm)
           Sliding resistance (N)              0.96           0.93         2.16          1.18          3.43
           Plane rotation resistance (N)       0.25           0.25         1.18          0.15          1.77
           A design fails in a task is marked with “x,” otherwise with “✓.”
           16                          International Journal of Bioprinting (2022)–Volume 8, Issue 1
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