We consider the problem of constructing parameter dependent Lyapunov functions that guarantee the stability of the linear systems with an uncertain constant real parameter. First, we formulate the surface on which all parameter dependent Lyapunov matrices for a given uncertain system exist. Next, after defining a Riemannian metric on the surface, we derive a method to obtain a parameter dependent Lyapunov matrix as a geodesic on the surface.
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