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State-space representation
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=== Example: continuous-time LTI case === Stability and natural response characteristics of a continuous-time [[LTI system]] (i.e., linear with matrices that are constant with respect to time) can be studied from the [[eigenvalue]]s of the matrix <math>\mathbf{A}</math>. The stability of a time-invariant state-space model can be determined by looking at the system's [[transfer function]] in factored form. It will then look something like this: <math display="block"> \mathbf{G}(s) = k \frac{ (s - z_{1})(s - z_{2})(s - z_{3}) }{ (s - p_{1})(s - p_{2})(s - p_{3})(s - p_{4}) }. </math> The denominator of the transfer function is equal to the [[characteristic polynomial]] found by taking the [[determinant]] of <math>s\mathbf{I} - \mathbf{A}</math>, <math display="block">\lambda(s) = \left|s\mathbf{I} - \mathbf{A}\right|. </math> The roots of this polynomial (the [[eigenvalue]]s) are the system transfer function's [[complex pole|pole]]s (i.e., the [[Mathematical singularity|singularities]] where the transfer function's magnitude is unbounded). These poles can be used to analyze whether the system is [[exponential stability|asymptotically stable]] or [[marginal stability|marginally stable]]. An alternative approach to determining stability, which does not involve calculating eigenvalues, is to analyze the system's [[Lyapunov stability]]. The zeros found in the numerator of <math>\mathbf{G}(s)</math> can similarly be used to determine whether the system is [[minimum phase]]. The system may still be '''input–output stable''' (see [[BIBO stability|BIBO stable]]) even though it is not internally stable. This may be the case if unstable poles are canceled out by zeros (i.e., if those singularities in the transfer function are [[removable singularity|removable]]).
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