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68    Human Inspired Dexterity in Robotic Manipulation


          t ¼ T/2. Also, the position x h (T/2) ¼ L/2, and for all even derivatives
           ð2kÞ
          x   ðT=2Þ¼ 0 for k ¼ 1, 2, 3, …. It can also be shown that exactly the same
           h
          properties hold for the bead trajectories x 1 (t) and x 2 (t).

          5.3 MINIMUM HAND-FORCE-CHANGE MODEL

          Consider now the minimum hand-force-change model [19] with the per-
          formance index

                                        1  ð T
                                              2
                                    J¼       _ F dt,                  (5.25)
                                        2  0
          with the driving force F defined by the hand dynamics

                          m h €x h ¼ F + k 1 ðx 1  x h Þ + k 2 ðx 2  x h Þ,  (5.26)
          where m h is the mass of the hand.
                                       T
             Let x ¼ x 1 , _x 1 ,x 2 , _x 2 ,x h , _x h ,F½  Š be the state vector with the boundary
                                       T                          T
          conditions xð0Þ¼ 0,0,0,0,0,0,0½  Š , and xðTÞ¼ L,0,L,0,L,0,0Š . By set-
                                                    ½
          ting the hand-force change as the control input u ¼ _ F, the system dynamics
          (5.5), (5.26) can be represented as the linear time-invariant system
           _ x ¼ A + bu, where

                    0     1    0   0        0       0   0           0
                  2                                        3      2 3
                     ω 2                   ω 2
                                                                    0
                       1                     1
                  6       0    0   0                0   0  7      6 7
                  6                                        7      6 7
                    0     0    0   1        0       0   0           0
                  6                                        7      6 7
                  6              2           2             7      6 7
              A ¼ 0       0  ω     0       ω        0   0  7 , b ¼ 0 :
                                 2           2
                  6
                                                                  6 7
                  6                                        7      6 7
                    0     0    0   0        0       1   0           0
                  6                                        7      6 7
                  6                                        7      6 7
                                                                    0
                    k 1 =m h 0 k 2 =m h 0  ðk 1 + k 2 Þ=m h 01=m h
                  4                                        5      4 5
                    0     0    0   0        0       0   0           1
                                                                      (5.27)
                             p ffiffiffiffiffiffiffiffiffiffiffiffi  p  ffiffiffiffiffiffiffiffiffiffiffiffi
          Here, as before, ω 1 ¼  k 1 =m 1 and ω 2 ¼  k 2 =m 2 , but they are not the nat-
          ural frequencies of the combined (object and hand) system. To find the nat-
          ural frequencies, consider the equations of free vibrations
                                                              2 3
             2           3 2   3 2                  3 2   3
               m h 0   0     € x h  k 1 + k 2  k 1  k 2  x h   0
                0 m 1 0          +               0      x 1 ¼ 0 :     (5.28)
             4           5 4  € x 1  5 4   k 1  k 1  5 4  5   4 5
                0  0 m 2     € x 2    k 2    0   k 2    x 2    0
          The characteristic equation for the previous system has one zero root (cor-
          responding to the rigid body mode) and two nonzero natural frequencies
          defined as
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