Page 160 - Control Theory in Biomedical Engineering
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144   Control theory in biomedical engineering


             80
             70
             60
             50
            y  40
             30
             20
             10
              0
              30     40    50     60    70     80    90    100    110   120
                                            x
          Fig. 9 Letter “HA”—one-writer validation: desired response and interval observer
          response.



             100

             80

             60
            y
             40
             20

              0
               20   30    40    50    60    70    80   90    100   110   120
                                            x
          Fig. 10 Letter “SIN”—multiwriter validation: desired response and interval observer
          response.



          estimator. Cross-validation of the proposed approach is presented in Figs. 9
          and 10 with considerable accuracy of the handwriting structure using the
          principle of the interval observer.
             In order to obtain a better estimation accuracy, we developed the interval
          observer, deduced from two observers—upper and lower—that contains
          superior and inferior variations of the parameters (Ito and Dinh, 2018, Chihi
          et al., 2018).
          •  Upper observer e X:

                       8
                         e Xk +1ð  Þ ¼ A s XkðÞ + B s UkðÞ + K s Y   e Y
                       <             e
                                                                       (10)
                       :
                         e YkðÞ ¼ C s XkðÞ
                                  e
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