Lyapunovyhtälön
Lyapunovyhtälö, or the Lyapunov equation, is a fundamental concept in the study of stability of dynamical systems. It is a linear matrix equation that arises in the analysis of both continuous-time and discrete-time systems. For a continuous-time linear system described by $\dot{x} = Ax$, the Lyapunov equation is given by $A^T P + PA = -Q$, where $A$ is the system matrix, $P$ is a symmetric positive-definite matrix called the Lyapunov matrix, and $Q$ is a symmetric positive-definite matrix. If such a matrix $P$ exists for a given $A$ and $Q$, it implies that the system is stable.
Similarly, for a discrete-time linear system described by $x_{k+1} = Ax_k$, the Lyapunov equation takes the form
The significance of the Lyapunov equation lies in its connection to Lyapunov stability theory. The existence