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0066_Frame_C24  Page 10  Thursday, January 10, 2002  3:43 PM









                       Structure of the Forced Response
                       When the initial state is zero, the state will exhibit only the forced component. The forced component
                       of the state will include natural modes and some additional forced or particular modes, which depend
                       on the nature of the system input u(t). In general the forcing modes in the input will also appear in the
                       state. However, some special cases arise when some of the forcing modes in u(t) coincide with some
                       system natural modes.
                       System Stability
                       Stability in linear, time-invariant systems can also be analyzed using the state matrix A.
                         All systems variables can be expressed as linear functions of the state and the system input. When the
                       system input u(t) is a vector of bounded time functions, then the boundeness of the system variables
                       depends on the state to be bounded.
                         We then have the following result:
                       Theorem 24.1 Consider a system with the state description (24.42) and (24.43) where B, C, and D have
                       bounded elements. Then the system state (and hence the system output) is bounded for all bounded inputs
                       if and only if the eigenvalues of A have negative real parts.
                         To illustrate this theorem we again consider the magnetic levitation system from Example 24.2. For
                       that system the matrix A (in the linearized model) is given by


                                                           R
                                                          – ---  0   0
                                                           L
                                                     A =   0    0    – 1                        (24.56)
                                                          Rg   Rmg 2
                                                          ------  – --------------  0
                                                          E Q  K E
                                                                1 Q
                       and its eigenvalues are the roots of det(λI − A) = 0, where


                                                                  ------------- l +
                                            (
                                          det lIA) =    l +  R    Rmg 2    Rmg 2        (24.57)
                                               –
                                                                             -------------
                                                          --- l –
                                                                        
                                                          L  
                                                                  K 1 E Q
                                                                             K 1 E Q
                         One can then see that the set of matrix eigenvalues includes one which is real and greater than zero.
                       This implies that the system is unstable. This is in agreement with physical reasoning. Indeed, at least
                       theoretically, we can position the sphere in equilibrium (this is described by x 2Q  in (24.37)). However, this
                       is an unstable equilibrium point, since as soon as we slightly perturb the sphere, it accelerates either towards
                       the ground or towards the magnet.
                       Speed of Response and Resonances
                       Even if the system is stable there are still some questions regarding other fundamental properties.
                         To start with, in stable systems the real part of the eigenvalues determines the speed at which the associated
                       mode converges to zero. The slowest modes, the dominant modes, determine the speed at which the system
                       output settles at its steady state value, i.e., determine the system speed of response. For example, if the system
                       dominant eigenvalues are λ 1,2  = −σ  ±  jw o , σ > 0, the combined natural modes generate an exponentially
                                            −st
                       damped sine wave y(t) = Ae  sin(ω o t + α). We then observe that this signal decays faster for a larger σ.
                         A second issue, of special importance for flexible structures, is the presence of resonances, which have
                       associated complex eigenvalues. In physical systems, the existence of complex eigenvalues is intimately
                       connected to the presence of two forms of energy. The resonance describes the (poorly damped) oscil-
                       lation between those two forms of energy. In electric circuits those energies are the electrostatic energy
                       in capacitors and the electromagnetic energy in inductors. In mechanical systems we have the kinetic
                       energy of moving masses and the potential energy in springs. Flexible structures may have many resonant
                       modes. One of the main problems with resonances occurs when the input contains energy at a frequency


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