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Biosystems Analysis and Optimization      87


            1600                       60    6
            Engine speed (rpm)  1500   40 Pump setting (%)  Machine speed (km h –1 )  4 2



            1400


            1300                       20    0
                0      5      10      15      0        5       10      15
                        Time (s)                         Time (s)
                          (a)                              (b)


            1600                       60
                                             6
            Engine speed (rpm)  1500   40 Pump setting (%)  Speed (km h –1 )  4 2



            1400


            1300                       20    0
                0      5      10      15      0        5       10      15
                        Time (s)                         Time (s)
                          (c)                              (d)
          FIGURE 2.28  Response to a step change in the desired travel speed for an MPC
          controller without engine-speed minimization [(a) and (b)] and with engine-speed
          minimization [(c) and (d)]; (b) and (d) show the speed response where the dashed
          line represents the travel speed and the solid line represents the reference;
          (a) and (c) show the input signals where the solid line represents the pump setting
          (right axis), and the dashed line represents the engine speed (left axis).



               minimization only kicks in after a few seconds, the operator does not
               feel a difference in acceleration speed. Moreover, because the noise is
               reduced at the reference speed, the cruise control with engine-speed
               minimization is experienced as being more comfortable by the operator.
                   Both MPCs start from minimal engine speed. In practice, the
               operator would always run the combine at maximal engine speed.
               Although acceleration is much slower when accelerating at minimal
               engine speed than when accelerating at maximal speed, the operator
               does not sense a difference between accelerating with the engine at
               maximal speed and the engine speed controlled by the MPC. Accel-
               eration feels equally smooth.
                   As we can see in Fig. 2.28, the decreasing engine speed is compen-
               sated by the increasing pump setting. As previously described, this
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