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136   Control theory in biomedical engineering


          Table 1 Considered handwriting database (Chihi et al., 2018).
          Description of the form  Form      Description of the form  Form
          Horizontal line (1)                Circle (1)
            (left/right/left)                  (to the right)

          Horizontal line (2)                Circle (2)
            (right/left/right)                 (to the left)

          Vertical line (1)                  Triangle (1)
            (up/down/up)                       (to the right)

          Vertical line (2)                  Triangle (2)
            (down/up/down)                     (to the left)




             Advanced signal processing techniques were applied to extract useful
          information from the recorded EMG signals. These techniques filtered
          the fluctuation of EMG magnitudes to define new curves called integrated
          EMG (IEMG), represented by blue curves (gray curves in print version) in
          Fig. 4 (Chihi et al., 2017). We note IEMG1 and IEMG2, the integrated
          EMG of channel 1 and channel 2 respectively.
             The type of graphic traces, considered in this experimental approach, was
          judiciously chosen. Indeed, based on Thomassen’s analysis, which con-
          firmed that when a person produces traits or shapes in nonpreferred direc-
          tions the performance will be less precise, more unstable and is manifested in



















          Fig. 3 Experimental approach and positions of the electrodes on the forearm (Chihi
          et al., 2015).
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