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66   MECHATRONICS
                              variations in process dynamics. This is the fundamental design conflict of feedback control
                              systems. Robustness against disturbances and variations in process dynamics require large
                              loop gain balanced between controller and process, D(s)G(s) ≫ 1, while robustness against
                              sensor noise requires D(s)G(s) ≪ 1. These are conflicting requirements and both cannot be
                              satisfied at the same time for all frequencies.
                                   In practice, the control engineering problems are generally such that disturbances and
                              variations in process dynamics are slowly varying and have low frequency content. Whereas
                              sensor noise has high frequency content. If a given control problem has this frequency
                              separation property between various uncertainties, then a controller can be designed such
                              that D(s)G(s) ≫ 1, D(s), G(s) for a low frequency range so that the system has good
                              robustness against disturbances and variations in process dynamics, and D(s)G(s) ≪ 1for
                              a high frequency range so that sensor noise is also rejected. This is the basic feedback control
                              system design compromise. If there is no such frequency separation between disturbance,
                              variations in process dynamics, and sensor noise, no feedback controller can be designed
                              to provide robustness against all of these real-world problems.
                                   In summary, the loop transfer function of a typical well designed control system has
                              the following desired shape as a function of frequency: it should be as large as possible
                              at low frequencies to provide robustness against disturbance and variations in process
                              dynamics, and it should be as small as possible at high frequencies to reject sensor noise
                              (Figure 2.16). Furthermore, it should cross the 0 db magnitude by about −20 db/decade
                              slope in 20 log |D(jw)G(jw)| versus log w plot in order to have a good stability margin.
                                         10                    10
                                   So far, we have compared the advantages and disadvantages of closed loop control
                              versus open loop control. The main advantage of feedback control over open loop control
                              is that it increases the robustness of the system against the disturbances and variations in
                              the process dynamics. The general characteristics of control systems are discussed in terms
                              of the shape of the loop transfer function in order to provide good robustness against these
                              undesirable real-world problems of control systems. However, sensor noise or sensor failure
                              can make a closed loop system unstable. If the process dynamics does not vary much and
                              the disturbances are well known, open loop control may be a better choice than closed loop
                              control. Open loop control does not suffer from the potential stability problems associated
                              with sensor failures.


                                       |DG|
                                                                             Constraints
                                                                             by
                                                                             sensor
                                                                             noise





                              Constraints by
                              disturbance
                              and variation in
                              process dynamics

                                                                                      ω




                              FIGURE 2.16: Desired performance specification for control systems in frequency domain.
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